diff --git a/.github/workflows/ghcr_deploy.yml b/.github/workflows/ghcr_deploy.yml
index cc40d1ac0c0..f574ec9c202 100644
--- a/.github/workflows/ghcr_deploy.yml
+++ b/.github/workflows/ghcr_deploy.yml
@@ -338,7 +338,9 @@ jobs:
           if [ -z "${CHART_LIST}" ]; then
             echo "current-version=0.1.0" | tee -a $GITHUB_OUTPUT
           else
-            printf '%s' "${CHART_LIST}" | grep '^version:' | awk 'BEGIN{FS=":"}{print "current-version="$2}' | tr -d " " | tee -a $GITHUB_OUTPUT
+            # Extract version and strip any prerelease suffix (e.g., 0.1.827-latest -> 0.1.827)
+            VERSION=$(printf '%s' "${CHART_LIST}" | grep '^version:' | awk 'BEGIN{FS=":"}{print $2}' | tr -d " " | cut -d'-' -f1)
+            echo "current-version=${VERSION}" | tee -a $GITHUB_OUTPUT
           fi
         env:
           HELM_EXPERIMENTAL_OCI: '1'
@@ -351,11 +353,24 @@ jobs:
           current-version: ${{ steps.current_version.outputs.current-version || '0.1.0' }}
           version-fragment: 'bug'
 
+      # Add suffix for non-stable releases (semantic versioning)
+      - name: Calculate chart version with prerelease suffix
+        id: chart_version
+        shell: bash
+        run: |
+          BASE_VERSION="${{ steps.bump_version.outputs.next-version || '0.1.0' }}"
+          RELEASE_TYPE="${{ github.event.inputs.release_type }}"
+          if [ "$RELEASE_TYPE" = "stable" ]; then
+            echo "version=${BASE_VERSION}" | tee -a $GITHUB_OUTPUT
+          else
+            echo "version=${BASE_VERSION}-${RELEASE_TYPE}" | tee -a $GITHUB_OUTPUT
+          fi
+
       - uses: ./.github/actions/helm-oci-chart-releaser
         with:
           name: ${{ env.CHART_NAME }}
           repository: ${{ env.REPO_OWNER }}
-          tag: ${{ github.event.inputs.chartVersion || steps.bump_version.outputs.next-version || '0.1.0' }}
+          tag: ${{ github.event.inputs.chartVersion || steps.chart_version.outputs.version || '0.1.0' }}
           app_version: ${{ steps.current_app_tag.outputs.latest_tag }}
           path: deploy/charts/${{ env.CHART_NAME }}
           registry: ${{ env.REGISTRY }}
diff --git a/cookbook/litellm_proxy_server/braintrust_prompt_wrapper_README.md b/cookbook/litellm_proxy_server/braintrust_prompt_wrapper_README.md
new file mode 100644
index 00000000000..1bf52d922c6
--- /dev/null
+++ b/cookbook/litellm_proxy_server/braintrust_prompt_wrapper_README.md
@@ -0,0 +1,279 @@
+# Braintrust Prompt Wrapper for LiteLLM
+
+This directory contains a wrapper server that enables LiteLLM to use prompts from [Braintrust](https://www.braintrust.dev/) through the generic prompt management API.
+
+## Architecture
+
+```
+┌─────────────┐         ┌──────────────────────┐         ┌─────────────┐
+│   LiteLLM   │ ──────> │  Wrapper Server      │ ──────> │  Braintrust │
+│   Client    │         │  (This Server)       │         │     API     │
+└─────────────┘         └──────────────────────┘         └─────────────┘
+    Uses generic             Transforms                    Stores actual
+    prompt manager        Braintrust format              prompt templates
+                         to LiteLLM format
+```
+
+## Components
+
+### 1. Generic Prompt Manager (`litellm/integrations/generic_prompt_management/`)
+
+A generic client that can work with any API implementing the `/beta/litellm_prompt_management` endpoint.
+
+**Expected API Response Format:**
+```json
+{
+  "prompt_id": "string",
+  "prompt_template": [
+    {"role": "system", "content": "You are a helpful assistant"},
+    {"role": "user", "content": "Hello {name}"}
+  ],
+  "prompt_template_model": "gpt-4",
+  "prompt_template_optional_params": {
+    "temperature": 0.7,
+    "max_tokens": 100
+  }
+}
+```
+
+### 2. Braintrust Wrapper Server (`braintrust_prompt_wrapper_server.py`)
+
+A FastAPI server that:
+- Implements the `/beta/litellm_prompt_management` endpoint
+- Fetches prompts from Braintrust API
+- Transforms Braintrust response format to LiteLLM format
+
+## Setup
+
+### Install Dependencies
+
+```bash
+pip install fastapi uvicorn httpx litellm
+```
+
+### Set Environment Variables
+
+```bash
+export BRAINTRUST_API_KEY="your-braintrust-api-key"
+```
+
+## Usage
+
+### Step 1: Start the Wrapper Server
+
+```bash
+python braintrust_prompt_wrapper_server.py
+```
+
+The server will start on `http://localhost:8080` by default.
+
+You can customize the port and host:
+```bash
+export PORT=8000
+export HOST=0.0.0.0
+python braintrust_prompt_wrapper_server.py
+```
+
+### Step 2: Use with LiteLLM
+
+```python
+import litellm
+from litellm.integrations.generic_prompt_management import GenericPromptManager
+
+# Configure the generic prompt manager to use your wrapper server
+generic_config = {
+    "api_base": "http://localhost:8080",
+    "api_key": "your-braintrust-api-key",  # Will be passed to Braintrust
+    "timeout": 30,
+}
+
+# Create the prompt manager
+prompt_manager = GenericPromptManager(**generic_config)
+
+# Use with completion
+response = litellm.completion(
+    model="generic_prompt/gpt-4",
+    prompt_id="your-braintrust-prompt-id",
+    prompt_variables={"name": "World"},  # Variables to substitute
+    messages=[{"role": "user", "content": "Additional message"}]
+)
+
+print(response)
+```
+
+### Step 3: Direct API Testing
+
+You can also test the wrapper API directly:
+
+```bash
+# Test with curl
+curl -H "Authorization: Bearer YOUR_BRAINTRUST_TOKEN" \
+     "http://localhost:8080/beta/litellm_prompt_management?prompt_id=YOUR_PROMPT_ID"
+
+# Health check
+curl http://localhost:8080/health
+
+# Service info
+curl http://localhost:8080/
+```
+
+## API Documentation
+
+Once the server is running, visit:
+- Swagger UI: `http://localhost:8080/docs`
+- ReDoc: `http://localhost:8080/redoc`
+
+## Braintrust Format Transformation
+
+The wrapper automatically transforms Braintrust's response format:
+
+**Braintrust API Response:**
+```json
+{
+  "id": "prompt-123",
+  "prompt_data": {
+    "prompt": {
+      "type": "chat",
+      "messages": [
+        {
+          "role": "system",
+          "content": "You are a helpful assistant"
+        }
+      ]
+    },
+    "options": {
+      "model": "gpt-4",
+      "params": {
+        "temperature": 0.7,
+        "max_tokens": 100
+      }
+    }
+  }
+}
+```
+
+**Transformed to LiteLLM Format:**
+```json
+{
+  "prompt_id": "prompt-123",
+  "prompt_template": [
+    {
+      "role": "system",
+      "content": "You are a helpful assistant"
+    }
+  ],
+  "prompt_template_model": "gpt-4",
+  "prompt_template_optional_params": {
+    "temperature": 0.7,
+    "max_tokens": 100
+  }
+}
+```
+
+## Supported Parameters
+
+The wrapper automatically maps these Braintrust parameters to LiteLLM:
+
+- `temperature`
+- `max_tokens` / `max_completion_tokens`
+- `top_p`
+- `frequency_penalty`
+- `presence_penalty`
+- `n`
+- `stop`
+- `response_format`
+- `tool_choice`
+- `function_call`
+- `tools`
+
+## Variable Substitution
+
+The generic prompt manager supports simple variable substitution:
+
+```python
+# In your Braintrust prompt:
+# "Hello {name}, welcome to {place}!"
+
+# In your code:
+prompt_variables = {
+    "name": "Alice",
+    "place": "Wonderland"
+}
+
+# Result:
+# "Hello Alice, welcome to Wonderland!"
+```
+
+Supports both `{variable}` and `{{variable}}` syntax.
+
+## Error Handling
+
+The wrapper provides detailed error messages:
+
+- **401**: Missing or invalid Braintrust API token
+- **404**: Prompt not found in Braintrust
+- **502**: Failed to connect to Braintrust API
+- **500**: Error transforming response
+
+## Production Deployment
+
+For production use:
+
+1. **Use HTTPS**: Deploy behind a reverse proxy with SSL
+2. **Authentication**: Add authentication to the wrapper endpoint if needed
+3. **Rate Limiting**: Implement rate limiting to prevent abuse
+4. **Caching**: Consider caching prompt responses
+5. **Monitoring**: Add logging and monitoring
+
+Example with Docker:
+
+```dockerfile
+FROM python:3.11-slim
+
+WORKDIR /app
+
+RUN pip install fastapi uvicorn httpx
+
+COPY braintrust_prompt_wrapper_server.py .
+
+ENV PORT=8080
+ENV HOST=0.0.0.0
+
+EXPOSE 8080
+
+CMD ["python", "braintrust_prompt_wrapper_server.py"]
+```
+
+## Extending to Other Providers
+
+This pattern can be used with any prompt management provider:
+
+1. Create a wrapper server that implements `/beta/litellm_prompt_management`
+2. Transform the provider's response to LiteLLM format
+3. Use the generic prompt manager to connect
+
+Example providers:
+- Langsmith
+- PromptLayer
+- Humanloop
+- Custom internal systems
+
+## Troubleshooting
+
+### "No Braintrust API token provided"
+- Set `BRAINTRUST_API_KEY` environment variable
+- Or pass token in `Authorization: Bearer TOKEN` header
+
+### "Failed to connect to Braintrust API"
+- Check your internet connection
+- Verify Braintrust API is accessible
+- Check firewall settings
+
+### "Prompt not found"
+- Verify the prompt ID exists in Braintrust
+- Check that your API token has access to the prompt
+
+## License
+
+This wrapper is part of the LiteLLM project and follows the same license.
+
diff --git a/cookbook/litellm_proxy_server/braintrust_prompt_wrapper_server.py b/cookbook/litellm_proxy_server/braintrust_prompt_wrapper_server.py
new file mode 100644
index 00000000000..6379314c5b6
--- /dev/null
+++ b/cookbook/litellm_proxy_server/braintrust_prompt_wrapper_server.py
@@ -0,0 +1,274 @@
+"""
+Mock server that implements the /beta/litellm_prompt_management endpoint
+and acts as a wrapper for calling the Braintrust API.
+
+This server transforms Braintrust's prompt API response into the format
+expected by LiteLLM's generic prompt management client.
+
+Usage:
+    python braintrust_prompt_wrapper_server.py
+
+    # Then test with:
+    curl -H "Authorization: Bearer YOUR_BRAINTRUST_TOKEN" \
+         "http://localhost:8080/beta/litellm_prompt_management?prompt_id=YOUR_PROMPT_ID"
+"""
+
+import json
+import os
+from typing import Any, Dict, List, Optional
+
+import httpx
+from fastapi import FastAPI, HTTPException, Header, Query
+from fastapi.responses import JSONResponse
+import uvicorn
+
+
+app = FastAPI(
+    title="Braintrust Prompt Wrapper",
+    description="Wrapper server for Braintrust prompts to work with LiteLLM",
+    version="1.0.0",
+)
+
+
+def transform_braintrust_message(message: Dict[str, Any]) -> Dict[str, str]:
+    """
+    Transform a Braintrust message to LiteLLM format.
+
+    Braintrust message format:
+    {
+        "role": "system",
+        "content": "...",
+        "name": "..." (optional)
+    }
+
+    LiteLLM format:
+    {
+        "role": "system",
+        "content": "..."
+    }
+    """
+    result = {
+        "role": message.get("role", "user"),
+        "content": message.get("content", ""),
+    }
+
+    # Include name if present
+    if "name" in message:
+        result["name"] = message["name"]
+
+    return result
+
+
+def transform_braintrust_response(
+    braintrust_response: Dict[str, Any],
+) -> Dict[str, Any]:
+    """
+    Transform Braintrust API response to LiteLLM prompt management format.
+
+    Braintrust response format:
+    {
+        "objects": [{
+            "id": "prompt_id",
+            "prompt_data": {
+                "prompt": {
+                    "type": "chat",
+                    "messages": [...],
+                    "tools": "..."
+                },
+                "options": {
+                    "model": "gpt-4",
+                    "params": {
+                        "temperature": 0.7,
+                        "max_tokens": 100,
+                        ...
+                    }
+                }
+            }
+        }]
+    }
+
+    LiteLLM format:
+    {
+        "prompt_id": "prompt_id",
+        "prompt_template": [...],
+        "prompt_template_model": "gpt-4",
+        "prompt_template_optional_params": {...}
+    }
+    """
+    # Extract the first object from the objects array if it exists
+    if "objects" in braintrust_response and len(braintrust_response["objects"]) > 0:
+        prompt_object = braintrust_response["objects"][0]
+    else:
+        prompt_object = braintrust_response
+
+    prompt_data = prompt_object.get("prompt_data", {})
+    prompt_info = prompt_data.get("prompt", {})
+    options = prompt_data.get("options", {})
+
+    # Extract messages
+    messages = prompt_info.get("messages", [])
+    transformed_messages = [transform_braintrust_message(msg) for msg in messages]
+
+    # Extract model
+    model = options.get("model")
+
+    # Extract optional parameters
+    params = options.get("params", {})
+    optional_params: Dict[str, Any] = {}
+
+    # Map common parameters
+    param_mapping = {
+        "temperature": "temperature",
+        "max_tokens": "max_tokens",
+        "max_completion_tokens": "max_tokens",  # Alternative name
+        "top_p": "top_p",
+        "frequency_penalty": "frequency_penalty",
+        "presence_penalty": "presence_penalty",
+        "n": "n",
+        "stop": "stop",
+    }
+
+    for braintrust_param, litellm_param in param_mapping.items():
+        if braintrust_param in params:
+            value = params[braintrust_param]
+            if value is not None:
+                optional_params[litellm_param] = value
+
+    # Handle response_format
+    if "response_format" in params:
+        optional_params["response_format"] = params["response_format"]
+
+    # Handle tool_choice
+    if "tool_choice" in params:
+        optional_params["tool_choice"] = params["tool_choice"]
+
+    # Handle function_call
+    if "function_call" in params:
+        optional_params["function_call"] = params["function_call"]
+
+    # Add tools if present
+    if "tools" in prompt_info and prompt_info["tools"]:
+        optional_params["tools"] = prompt_info["tools"]
+
+    # Handle tool_functions from prompt_data
+    if "tool_functions" in prompt_data and prompt_data["tool_functions"]:
+        optional_params["tool_functions"] = prompt_data["tool_functions"]
+
+    return {
+        "prompt_id": prompt_object.get("id"),
+        "prompt_template": transformed_messages,
+        "prompt_template_model": model,
+        "prompt_template_optional_params": optional_params if optional_params else None,
+    }
+
+
+@app.get("/beta/litellm_prompt_management")
+async def get_prompt(
+    prompt_id: str = Query(..., description="The Braintrust prompt ID to fetch"),
+    authorization: Optional[str] = Header(
+        None, description="Bearer token for Braintrust API"
+    ),
+) -> JSONResponse:
+    """
+    Fetch a prompt from Braintrust and transform it to LiteLLM format.
+
+    Args:
+        prompt_id: The Braintrust prompt ID
+        authorization: Bearer token for Braintrust API (from header)
+
+    Returns:
+        JSONResponse with the transformed prompt data
+    """
+    # Extract token from Authorization header or environment
+    braintrust_token = None
+    if authorization and authorization.startswith("Bearer "):
+        braintrust_token = authorization.replace("Bearer ", "")
+    else:
+        braintrust_token = os.getenv("BRAINTRUST_API_KEY")
+
+    if not braintrust_token:
+        raise HTTPException(
+            status_code=401,
+            detail="No Braintrust API token provided. Pass via Authorization header or set BRAINTRUST_API_KEY environment variable.",
+        )
+
+    # Call Braintrust API
+    braintrust_url = f"https://api.braintrust.dev/v1/prompt/{prompt_id}"
+    headers = {
+        "Authorization": f"Bearer {braintrust_token}",
+        "Accept": "application/json",
+    }
+    print(f"headers: {headers}")
+    print(f"braintrust_url: {braintrust_url}")
+    print(f"braintrust_token: {braintrust_token}")
+
+    try:
+        async with httpx.AsyncClient(timeout=30.0) as client:
+            response = await client.get(braintrust_url, headers=headers)
+            response.raise_for_status()
+            braintrust_data = response.json()
+    except httpx.HTTPStatusError as e:
+        raise HTTPException(
+            status_code=e.response.status_code,
+            detail=f"Braintrust API error: {e.response.text}",
+        )
+    except httpx.RequestError as e:
+        raise HTTPException(
+            status_code=502,
+            detail=f"Failed to connect to Braintrust API: {str(e)}",
+        )
+    except json.JSONDecodeError as e:
+        raise HTTPException(
+            status_code=502,
+            detail=f"Failed to parse Braintrust API response: {str(e)}",
+        )
+
+    print(f"braintrust_data: {braintrust_data}")
+    # Transform the response
+    try:
+        transformed_data = transform_braintrust_response(braintrust_data)
+        print(f"transformed_data: {transformed_data}")
+        return JSONResponse(content=transformed_data)
+    except Exception as e:
+        raise HTTPException(
+            status_code=500,
+            detail=f"Failed to transform Braintrust response: {str(e)}",
+        )
+
+
+@app.get("/health")
+async def health_check():
+    """Health check endpoint."""
+    return {"status": "healthy", "service": "braintrust-prompt-wrapper"}
+
+
+@app.get("/")
+async def root():
+    """Root endpoint with service information."""
+    return {
+        "service": "Braintrust Prompt Wrapper for LiteLLM",
+        "version": "1.0.0",
+        "endpoints": {
+            "prompt_management": "/beta/litellm_prompt_management?prompt_id=<id>",
+            "health": "/health",
+        },
+        "documentation": "/docs",
+    }
+
+
+def main():
+    """Run the server."""
+    port = int(os.getenv("PORT", "8080"))
+    host = os.getenv("HOST", "0.0.0.0")
+
+    print(f"🚀 Starting Braintrust Prompt Wrapper Server on {host}:{port}")
+    print(f"📚 API Documentation available at http://{host}:{port}/docs")
+    print(
+        f"🔑 Make sure to set BRAINTRUST_API_KEY environment variable or pass token in Authorization header"
+    )
+
+    uvicorn.run(app, host=host, port=port)
+
+
+if __name__ == "__main__":
+    main()
diff --git a/docs/my-website/docs/a2a_cost_tracking.md b/docs/my-website/docs/a2a_cost_tracking.md
new file mode 100644
index 00000000000..86a79069e7c
--- /dev/null
+++ b/docs/my-website/docs/a2a_cost_tracking.md
@@ -0,0 +1,115 @@
+# A2A Agent Cost Tracking
+
+LiteLLM supports adding custom cost tracking for A2A agents. You can configure:
+
+- **Flat cost per query** - A fixed cost charged for each agent request
+- **Cost by input/output tokens** - Variable cost based on token usage
+
+This allows you to track and attribute costs for agent usage across your organization, making it easy to see how much each team or project is spending on agent calls.
+
+## Quick Start
+
+### 1. Navigate to Agents
+
+From the sidebar, click on "Agents" to open the agent management page.
+
+![Navigate to Agents](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/f9ac0752-6936-4dda-b7ed-f536fefcc79a/ascreenshot.jpeg?tl_px=208,326&br_px=2409,1557&force_format=jpeg&q=100&width=1120.0)
+
+### 2. Create a New Agent
+
+Click "+ Add New Agent" to open the creation form. You'll need to provide a few basic details:
+
+- **Agent Name** - A unique identifier for your agent (used in API calls)
+- **Display Name** - A human-readable name shown in the UI
+
+![Enter Agent Name](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/f5bacfeb-67a0-4644-a400-b3d50b6b9ce5/ascreenshot.jpeg?tl_px=0,0&br_px=2617,1463&force_format=jpeg&q=100&width=1120.0)
+
+![Enter Display Name](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/6db6422b-fe85-4a8b-aa5c-39319f0d4621/ascreenshot.jpeg?tl_px=0,27&br_px=2617,1490&force_format=jpeg&q=100&width=1120.0)
+
+### 3. Configure Cost Settings
+
+Scroll down and click on "Cost Configuration" to expand the cost settings panel. This is where you define how much to charge for agent usage.
+
+![Click Cost Configuration](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/a3019ae8-629c-431b-b2d8-2743cc517be7/ascreenshot.jpeg?tl_px=0,653&br_px=2201,1883&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=388,416)
+
+### 4. Set Cost Per Query
+
+Enter the cost per query amount (in dollars). For example, entering `0.05` means each request to this agent will be charged $0.05.
+
+![Set Cost Per Query](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/91159f8a-1f66-4555-a166-600e4bdecc68/ascreenshot.jpeg?tl_px=0,653&br_px=2201,1883&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=372,281)
+
+![Enter Cost Amount](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/2add2f69-fd72-462e-9335-1e228c7150da/ascreenshot.jpeg?tl_px=0,420&br_px=2617,1884&force_format=jpeg&q=100&width=1120.0)
+
+### 5. Create the Agent
+
+Once you've configured everything, click "Create Agent" to save. Your agent is now ready to use with cost tracking enabled.
+
+![Create Agent](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/1876cf29-b8a7-4662-b944-2b86a8b7cd2e/ascreenshot.jpeg?tl_px=416,653&br_px=2618,1883&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=706,523)
+
+## Testing Cost Tracking
+
+Let's verify that cost tracking is working by sending a test request through the Playground.
+
+### 1. Go to Playground
+
+Click "Playground" in the sidebar to open the interactive testing interface.
+
+![Go to Playground](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/7d5d8338-6393-49a5-b255-86aef5bf5dfa/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=41,98)
+
+### 2. Select A2A Endpoint
+
+By default, the Playground uses the chat completions endpoint. To test your agent, click "Endpoint Type" and select `/v1/a2a/message/send` from the dropdown.
+
+![Select Endpoint Type](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/4d066510-0878-4e0b-8abf-0b074fe2a560/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=325,238)
+
+![Select A2A Endpoint](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/fe2f8957-4e8a-4331-b177-d5093480cf60/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=333,261)
+
+### 3. Select Your Agent
+
+Now pick the agent you just created from the agent dropdown. You should see it listed by its display name.
+
+![Select Agent](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/8c7add70-fe72-48cb-ba33-9f53b989fcad/ascreenshot.jpeg?tl_px=0,150&br_px=2201,1381&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=287,277)
+
+### 4. Send a Test Message
+
+Type a message and hit send. You can use the suggested prompts or write your own.
+
+![Send Message](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/2c16acb1-4016-447e-88e9-c4522e408ea2/ascreenshot.jpeg?tl_px=15,653&br_px=2216,1883&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=524,443)
+
+Once the agent responds, the request is logged with the cost you configured.
+
+![Agent Response](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/2dcf7109-0be4-4d03-8333-ef45759c70c9/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=494,273)
+
+## Viewing Cost in Logs
+
+Now let's confirm the cost was actually tracked.
+
+### 1. Navigate to Logs
+
+Click "Logs" in the sidebar to see all recent requests.
+
+![Go to Logs](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/c96abf3c-f06a-4401-ada6-04b6e8040453/ascreenshot.jpeg?tl_px=0,118&br_px=2201,1349&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=41,277)
+
+### 2. View Cost Attribution
+
+Find your agent request in the list. You'll see the cost column showing the amount you configured. This cost is now attributed to the API key that made the request, so you can track spend per team or project.
+
+![View Cost in Logs](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/1ae167ec-1a43-48a3-9251-43d4cb3e57f5/ascreenshot.jpeg?tl_px=335,11&br_px=2536,1242&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=524,277)
+
+## Cost Configuration Options
+
+You can mix and match these options depending on your pricing model:
+
+| Field | Description |
+|-------|-------------|
+| **Cost Per Query ($)** | Fixed cost charged for each agent request |
+| **Input Cost Per Token ($)** | Cost per input token processed |
+| **Output Cost Per Token ($)** | Cost per output token generated |
+
+For most use cases, a flat cost per query is simplest. Use token-based pricing if your agent costs vary significantly based on input/output length.
+
+## Related
+
+- [A2A Agent Gateway](./a2a.md)
+- [Spend Tracking](./proxy/cost_tracking.md)
+
diff --git a/docs/my-website/docs/completion/input.md b/docs/my-website/docs/completion/input.md
index bdbd0b04929..7df4f77017a 100644
--- a/docs/my-website/docs/completion/input.md
+++ b/docs/my-website/docs/completion/input.md
@@ -174,11 +174,11 @@ def completion(
 
 - `seed`: *integer or null (optional)* - This feature is in Beta. If specified, our system will make a best effort to sample deterministically, such that repeated requests with the same seed and parameters should return the same result. Determinism is not guaranteed, and you should refer to the `system_fingerprint` response parameter to monitor changes in the backend.
 
-- `tools`: *array (optional)* - A list of tools the model may call. Currently, only functions are supported as a tool. Use this to provide a list of functions the model may generate JSON inputs for.
+- `tools`: *array (optional)* - A list of tools the model may call. Use this to provide a list of functions the model may generate JSON inputs for.
 
-    - `type`: *string* - The type of the tool. Currently, only function is supported.
+    - `type`: *string* - The type of the tool. You can set this to `"function"` or `"mcp"` (matching the `/responses` schema) to call LiteLLM-registered MCP servers directly from `/chat/completions`.
 
-    - `function`: *object* - Required.
+    - `function`: *object* - Required for function tools.
 
 - `tool_choice`: *string or object (optional)* - Controls which (if any) function is called by the model. none means the model will not call a function and instead generates a message. auto means the model can pick between generating a message or calling a function. Specifying a particular function via `{"type": "function", "function": {"name": "my_function"}}` forces the model to call that function.
 
@@ -247,4 +247,3 @@ def completion(
 - `eos_token`: *string (optional)* - Initial string applied at the end of a sequence
 
 - `hf_model_name`: *string (optional)* - [Sagemaker Only] The corresponding huggingface name of the model, used to pull the right chat template for the model. 
-
diff --git a/docs/my-website/docs/mcp.md b/docs/my-website/docs/mcp.md
index a9f7e249133..f9c9cbb4562 100644
--- a/docs/my-website/docs/mcp.md
+++ b/docs/my-website/docs/mcp.md
@@ -1137,6 +1137,37 @@ curl --location '<your-litellm-proxy-base-url>/v1/responses' \
 }'
 ```
 
+## Use MCP tools with `/chat/completions`
+
+:::tip Works with all providers
+This flow is **provider-agnostic**: the same MCP tool definition works for _every_ LLM backend behind LiteLLM (OpenAI, Azure OpenAI, Anthropic, Amazon Bedrock, Vertex, self-hosted deployments, etc.).
+:::
+
+LiteLLM Proxy also supports MCP-aware tooling on the classic `/v1/chat/completions` endpoint. Provide the MCP tool definition directly in the `tools` array and LiteLLM will fetch and transform the MCP server's tools into OpenAI-compatible function calls. When `require_approval` is set to `"never"`, the proxy automatically executes the returned tool calls and feeds the results back into the model before returning the assistant response.
+
+```bash title="Chat Completions with MCP Tools" showLineNumbers
+curl --location '<your-litellm-proxy-base-url>/v1/chat/completions' \
+--header 'Content-Type: application/json' \
+--header "Authorization: Bearer $LITELLM_API_KEY" \
+--data '{
+  "model": "gpt-4o-mini",
+  "messages": [
+    {"role": "user", "content": "Summarize the latest open PR."}
+  ],
+  "tools": [
+    {
+      "type": "mcp",
+      "server_url": "litellm_proxy/mcp/github",
+      "server_label": "github_mcp",
+      "require_approval": "never"
+    }
+  ]
+}'
+```
+
+If you omit `require_approval` or set it to any value other than `"never"`, the MCP tool calls are returned to the client so that you can review and execute them manually, matching the upstream OpenAI behavior.
+
+
 ## LiteLLM Proxy - Walk through MCP Gateway
 LiteLLM exposes an MCP Gateway for admins to add all their MCP servers to LiteLLM. The key benefits of using LiteLLM Proxy with MCP are:
 
diff --git a/docs/my-website/docs/providers/google_ai_studio/files.md b/docs/my-website/docs/providers/google_ai_studio/files.md
index ce61ce1a90b..17fe6e73d94 100644
--- a/docs/my-website/docs/providers/google_ai_studio/files.md
+++ b/docs/my-website/docs/providers/google_ai_studio/files.md
@@ -159,3 +159,150 @@ print(completion.choices[0].message)
 </TabItem>
 </Tabs>
 
+## Azure Blob Storage Integration
+
+LiteLLM supports using Azure Blob Storage as a target storage backend for Gemini file uploads. This allows you to store files in Azure Data Lake Storage Gen2 instead of Google's managed storage.
+
+### Step 1: Setup Azure Blob Storage
+
+Configure your Azure Blob Storage account by setting the following environment variables:
+
+**Required Environment Variables:**
+- `AZURE_STORAGE_ACCOUNT_NAME` - Your Azure Storage account name
+- `AZURE_STORAGE_FILE_SYSTEM` - The container/filesystem name where files will be stored
+- `AZURE_STORAGE_ACCOUNT_KEY` - Your account key
+
+### Step 2: Pass Azure Blob Storage as Target Storage
+
+When uploading files, specify `target_storage: "azure_storage"` to use Azure Blob Storage instead of the default storage.
+
+**Supported File Types:**
+
+Azure Blob Storage supports all Gemini-compatible file types:
+
+- **Images**: PNG, JPEG, WEBP
+- **Audio**: AAC, FLAC, MP3, MPA, MPEG, MPGA, OPUS, PCM, WAV, WEBM
+- **Video**: FLV, MOV, MPEG, MPEGPS, MPG, MP4, WEBM, WMV, 3GPP
+- **Documents**: PDF, TXT
+
+> **Note:** Only small files can be sent as inline data because the total request size limit is 20 MB.
+
+
+### Step 3: Upload Files with Azure Blob Storage for Gemini
+
+<Tabs>
+<TabItem value="proxy" label="PROXY">
+
+1. Setup config.yaml
+
+```yaml
+model_list:
+    - model_name: "gemini-2.5-flash"
+      litellm_params:
+        model: gemini/gemini-2.5-flash
+        api_key: os.environ/GEMINI_API_KEY
+```
+
+2. Set environment variables
+
+```bash
+export AZURE_STORAGE_ACCOUNT_NAME="your-storage-account"
+export AZURE_STORAGE_FILE_SYSTEM="your-container-name"
+export AZURE_STORAGE_ACCOUNT_KEY="your-account-key"
+```
+or add them in your `.env`
+
+3. Start proxy
+
+```bash
+litellm --config config.yaml
+```
+
+4. Upload file with Azure Blob Storage
+
+```python
+from openai import OpenAI
+
+client = OpenAI(
+    base_url="http://0.0.0.0:4000",
+    api_key="sk-1234"
+)
+
+# Upload file to Azure Blob Storage
+file = client.files.create(
+    file=open("document.pdf", "rb"),
+    purpose="user_data",
+    extra_body={
+        "target_model_names": "gemini-2.0-flash",
+        "target_storage": "azure_storage"  # 👈 Use Azure Blob Storage
+    }
+)
+
+print(f"File uploaded to Azure Blob Storage: {file.id}")
+
+# Use the file with Gemini
+completion = client.chat.completions.create(
+    model="gemini-2.0-flash",
+    messages=[
+        {
+            "role": "user",
+            "content": [
+                {"type": "text", "text": "Summarize this document"},
+                {
+                    "type": "file",
+                    "file": {
+                        "file_id": file.id,
+                    }
+                }
+            ]
+        }
+    ]
+)
+
+print(completion.choices[0].message.content)
+```
+
+</TabItem>
+<TabItem value="curl" label="cURL">
+
+```bash
+# Upload file with Azure Blob Storage
+curl -X POST "http://0.0.0.0:4000/v1/files" \
+  -H "Authorization: Bearer sk-1234" \
+  -F "file=@document.pdf" \
+  -F "purpose=user_data" \
+  -F "target_storage=azure_storage" \
+  -F "target_model_names=gemini-2.0-flash" \
+  -F "custom_llm_provider=gemini"
+
+# Use the file with Gemini
+curl -X POST "http://0.0.0.0:4000/v1/chat/completions" \
+  -H "Authorization: Bearer sk-1234" \
+  -H "Content-Type: application/json" \
+  -d '{
+    "model": "gemini-2.0-flash",
+    "messages": [
+      {
+        "role": "user",
+        "content": [
+          {"type": "text", "text": "Summarize this document"},
+          {
+            "type": "file",
+            "file": {
+              "file_id": "file-id-from-upload",
+              "format": "application/pdf"
+            }
+          }
+        ]
+      }
+    ]
+  }'
+```
+
+</TabItem>
+</Tabs>
+
+:::info
+Files uploaded to Azure Blob Storage are stored in your Azure account and can be accessed via the returned file ID. The file URL format is: `https://{account}.blob.core.windows.net/{container}/{path}`
+:::
+
diff --git a/docs/my-website/docs/providers/langgraph.md b/docs/my-website/docs/providers/langgraph.md
index 7361100ed85..9b4b24cf8f5 100644
--- a/docs/my-website/docs/providers/langgraph.md
+++ b/docs/my-website/docs/providers/langgraph.md
@@ -233,8 +233,65 @@ curl -s --request POST \
 
 
 
+## LiteLLM A2A Gateway
+
+You can also connect to LangGraph agents through LiteLLM's A2A (Agent-to-Agent) Gateway UI. This provides a visual way to register and test agents without writing code.
+
+### 1. Navigate to Agents
+
+From the sidebar, click "Agents" to open the agent management page, then click "+ Add New Agent".
+
+![Navigate to Agents](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/27429cae-f743-440a-a6aa-29fa7ee013db/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=211,114)
+
+### 2. Select LangGraph Agent Type
+
+Click "A2A Standard" to see available agent types, then search for "langgraph" and select "Connect to LangGraph agents via the LangGraph Platform API".
+
+![Select A2A Standard](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/4add4088-683d-49ca-9374-23fd65dddf8e/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=511,139)
+
+![Select LangGraph](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/fd197907-47c7-4e05-959c-c0d42264263c/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=431,246)
+
+### 3. Configure the Agent
+
+Fill in the following fields:
+
+- **Agent Name** - A unique identifier (e.g., `lan-agent`)
+- **LangGraph API Base** - Your LangGraph server URL, typically `http://127.0.0.1:2024/`
+- **API Key** - Optional. LangGraph doesn't require an API key by default
+- **Assistant ID** - Not used by LangGraph, you can enter any string here
+
+![Enter Agent Name](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/adce3df9-a67c-4d23-b2b5-05120738bc46/ascreenshot.jpeg?tl_px=0,0&br_px=2617,1463&force_format=jpeg&q=100&width=1120.0)
+
+![Enter API Base](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/6a6a03a7-f235-41db-b4ba-d32ced330f25/ascreenshot.jpeg?tl_px=0,251&br_px=2617,1714&force_format=jpeg&q=100&width=1120.0)
+
+Click "Create Agent" to save.
+
+![Create Agent](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/ddee4295-9a32-4cda-8e3f-543e5047eb6a/ascreenshot.jpeg?tl_px=416,653&br_px=2618,1883&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=686,316)
+
+### 4. Test in Playground
+
+Go to "Playground" in the sidebar to test your agent. Change the endpoint type to `/v1/a2a/message/send`.
+
+![Go to Playground](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/c4262189-95ac-4fbc-b5af-8aba8126e4f7/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=41,104)
+
+![Select A2A Endpoint](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/6cbc8e93-7d0c-47fc-9ad4-562663f759d5/ascreenshot.jpeg?tl_px=0,0&br_px=2201,1230&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=324,265)
+
+### 5. Select Your Agent and Send a Message
+
+Pick your LangGraph agent from the dropdown and send a test message.
+
+![Select Agent](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/d01da2f1-3b89-47d7-ba95-de2dd8efbc1e/ascreenshot.jpeg?tl_px=0,92&br_px=2201,1323&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=348,277)
+
+![Send Message](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/79db724e-a99e-493a-9747-dc91cb398370/ascreenshot.jpeg?tl_px=51,653&br_px=2252,1883&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=524,444)
+
+The agent responds with its capabilities. You can now interact with your LangGraph agent through the A2A protocol.
+
+![Agent Response](https://ajeuwbhvhr.cloudimg.io/https://colony-recorder.s3.amazonaws.com/files/2025-12-13/82aa546a-0eb5-4836-b986-9aefcfe09e10/ascreenshot.jpeg?tl_px=295,28&br_px=2496,1259&force_format=jpeg&q=100&width=1120.0&wat=1&wat_opacity=0.7&wat_gravity=northwest&wat_url=https://colony-recorder.s3.us-west-1.amazonaws.com/images/watermarks/FB923C_standard.png&wat_pad=524,277)
+
 ## Further Reading
 
 - [LangGraph Platform Documentation](https://langchain-ai.github.io/langgraph/cloud/quick_start/)
 - [LangGraph GitHub](https://github.com/langchain-ai/langgraph)
+- [A2A Agent Gateway](../a2a.md)
+- [A2A Cost Tracking](../a2a_cost_tracking.md)
 
diff --git a/docs/my-website/docs/providers/milvus_vector_stores.md b/docs/my-website/docs/providers/milvus_vector_stores.md
index 84f16fbc74a..44173511483 100644
--- a/docs/my-website/docs/providers/milvus_vector_stores.md
+++ b/docs/my-website/docs/providers/milvus_vector_stores.md
@@ -291,12 +291,265 @@ Give the key access to the virtual index and the embedding model.
 
 ### Developer Flow
 
+#### MilvusRESTClient
+
+To use the passthrough API, you need a simple REST client. Copy this `milvus_rest_client.py` file to your project:
+
+<details>
+<summary>Click to expand milvus_rest_client.py</summary>
+
+```python
+"""
+Simple Milvus REST API v2 Client
+Based on: https://milvus.io/api-reference/restful/v2.6.x/
+"""
+
+import requests
+from typing import List, Dict, Any, Optional
+
+
+class DataType:
+    """Milvus data types"""
+
+    INT64 = "Int64"
+    FLOAT_VECTOR = "FloatVector"
+    VARCHAR = "VarChar"
+    BOOL = "Bool"
+    FLOAT = "Float"
+
+
+class CollectionSchema:
+    """Collection schema builder"""
+
+    def __init__(self):
+        self.fields = []
+
+    def add_field(
+        self,
+        field_name: str,
+        data_type: str,
+        is_primary: bool = False,
+        dim: Optional[int] = None,
+        description: str = "",
+    ):
+        """Add a field to the schema"""
+        field = {
+            "fieldName": field_name,
+            "dataType": data_type,
+            "isPrimary": is_primary,
+            "description": description,
+        }
+        if data_type == DataType.FLOAT_VECTOR and dim:
+            field["elementTypeParams"] = {"dim": str(dim)}
+        self.fields.append(field)
+        return self
+
+    def to_dict(self):
+        """Convert schema to dict for API"""
+        return {"fields": self.fields}
+
+
+class IndexParams:
+    """Index parameters builder"""
+
+    def __init__(self):
+        self.indexes = []
+
+    def add_index(
+        self, field_name: str, metric_type: str = "L2", index_name: Optional[str] = None
+    ):
+        """Add an index"""
+        index = {
+            "fieldName": field_name,
+            "indexName": index_name or f"{field_name}_index",
+            "metricType": metric_type,
+        }
+        self.indexes.append(index)
+        return self
+
+    def to_list(self):
+        """Convert to list for API"""
+        return self.indexes
+
+
+class MilvusRESTClient:
+    """
+    Simple Milvus REST API v2 Client
+
+    Reference: https://milvus.io/api-reference/restful/v2.6.x/
+    """
+
+    def __init__(self, uri: str, token: str, db_name: str = "default"):
+        """
+        Initialize Milvus REST client
+
+        Args:
+            uri: Milvus server URI (e.g., http://localhost:19530)
+            token: Authentication token
+            db_name: Database name
+        """
+        self.base_url = uri.rstrip("/")
+        self.token = token
+        self.db_name = db_name
+        self.headers = {
+            "Authorization": f"Bearer {token}",
+            "Content-Type": "application/json",
+        }
+
+    def _make_request(self, endpoint: str, data: Dict[str, Any]) -> Dict[str, Any]:
+        """Make a POST request to Milvus API"""
+        url = f"{self.base_url}{endpoint}"
+
+        # Add dbName if not already in data and not default
+        if "dbName" not in data and self.db_name != "default":
+            data["dbName"] = self.db_name
+
+        try:
+            response = requests.post(url, json=data, headers=self.headers)
+            response.raise_for_status()
+        except requests.exceptions.HTTPError as e:
+            print(f"e.response.text: {e.response.content}")
+            raise e
+
+        result = response.json()
+
+        # Check for API errors
+        if result.get("code") != 0:
+            raise Exception(
+                f"Milvus API Error: {result.get('message', 'Unknown error')}"
+            )
+
+        return result
+
+    def has_collection(self, collection_name: str) -> bool:
+        """
+        Check if a collection exists
+
+        Reference: https://milvus.io/api-reference/restful/v2.6.x/v2/Collection%20(v2)/Has.md
+        """
+        try:
+            result = self._make_request(
+                "/v2/vectordb/collections/has", {"collectionName": collection_name}
+            )
+            return result.get("data", {}).get("has", False)
+        except Exception:
+            return False
+
+    def drop_collection(self, collection_name: str):
+        """
+        Drop a collection
+
+        Reference: https://milvus.io/api-reference/restful/v2.6.x/v2/Collection%20(v2)/Drop.md
+        """
+        return self._make_request(
+            "/v2/vectordb/collections/drop", {"collectionName": collection_name}
+        )
+
+    def create_schema(self) -> CollectionSchema:
+        """Create a new collection schema"""
+        return CollectionSchema()
+
+    def prepare_index_params(self) -> IndexParams:
+        """Create index parameters"""
+        return IndexParams()
+
+    def create_collection(
+        self,
+        collection_name: str,
+        schema: CollectionSchema,
+        index_params: Optional[IndexParams] = None,
+    ):
+        """
+        Create a collection
+
+        Reference: https://milvus.io/api-reference/restful/v2.6.x/v2/Collection%20(v2)/Create.md
+        """
+        data = {"collectionName": collection_name, "schema": schema.to_dict()}
+
+        if index_params:
+            data["indexParams"] = index_params.to_list()
+
+        return self._make_request("/v2/vectordb/collections/create", data)
+
+    def describe_collection(self, collection_name: str) -> Dict[str, Any]:
+        """
+        Describe a collection
+
+        Reference: https://milvus.io/api-reference/restful/v2.6.x/v2/Collection%20(v2)/Describe.md
+        """
+        result = self._make_request(
+            "/v2/vectordb/collections/describe", {"collectionName": collection_name}
+        )
+        return result.get("data", {})
+
+    def insert(
+        self,
+        collection_name: str,
+        data: List[Dict[str, Any]],
+        partition_name: Optional[str] = None,
+    ):
+        """
+        Insert data into a collection
+
+        Reference: https://milvus.io/api-reference/restful/v2.6.x/v2/Vector%20(v2)/Insert.md
+        """
+        payload = {"collectionName": collection_name, "data": data}
+
+        if partition_name:
+            payload["partitionName"] = partition_name
+
+        result = self._make_request("/v2/vectordb/entities/insert", payload)
+        return result.get("data", {})
+
+    def flush(self, collection_name: str):
+        """
+        Flush collection data to storage
+
+        Reference: https://milvus.io/api-reference/restful/v2.6.x/v2/Collection%20(v2)/Flush.md
+        """
+        return self._make_request(
+            "/v2/vectordb/collections/flush", {"collectionName": collection_name}
+        )
+
+    def search(
+        self,
+        collection_name: str,
+        data: List[List[float]],
+        anns_field: str,
+        limit: int = 10,
+        search_params: Optional[Dict[str, Any]] = None,
+        output_fields: Optional[List[str]] = None,
+    ) -> List[List[Dict]]:
+        """
+        Search for vectors
+
+        Reference: https://milvus.io/api-reference/restful/v2.6.x/v2/Vector%20(v2)/Search.md
+        """
+        payload = {
+            "collectionName": collection_name,
+            "data": data,
+            "annsField": anns_field,
+            "limit": limit,
+        }
+
+        if search_params:
+            payload["searchParams"] = search_params
+
+        if output_fields:
+            payload["outputFields"] = output_fields
+
+        result = self._make_request("/v2/vectordb/entities/search", payload)
+        return result.get("data", [])
+```
+
+</details>
+
 #### 1. Create a collection with schema
 
 Note: Use the `/milvus` endpoint for the passthrough api that uses the `milvus` provider in your config.
 
 ```python
-from milvus_rest_client import MilvusRESTClient, DataType
+from milvus_rest_client import MilvusRESTClient, DataType  # Use the client from above
 import random
 import time
 
@@ -404,7 +657,7 @@ for i in range(5):
 Here's a full working example:
 
 ```python
-from milvus_rest_client import MilvusRESTClient, DataType
+from milvus_rest_client import MilvusRESTClient, DataType  # Use the client from above
 import random
 import time
 
diff --git a/docs/my-website/docs/providers/openai.md b/docs/my-website/docs/providers/openai.md
index b170c6aba22..509a106d8a4 100644
--- a/docs/my-website/docs/providers/openai.md
+++ b/docs/my-website/docs/providers/openai.md
@@ -433,7 +433,7 @@ Expected Response:
 
 ### Advanced: Using `reasoning_effort` with `summary` field
 
-By default, `reasoning_effort` accepts a string value (`"none"`, `"minimal"`, `"low"`, `"medium"`, `"high"`, `"xhigh"`—`"xhigh"` is only supported on `gpt-5.1-codex-max`) and only sets the effort level without including a reasoning summary.
+By default, `reasoning_effort` accepts a string value (`"none"`, `"minimal"`, `"low"`, `"medium"`, `"high"`, `"xhigh"`—`"xhigh"` is only supported on `gpt-5.1-codex-max` and `gpt-5.2` models) and only sets the effort level without including a reasoning summary.
 
 To opt-in to the `summary` feature, you can pass `reasoning_effort` as a dictionary. **Note:** The `summary` field requires your OpenAI organization to have verification status. Using `summary` without verification will result in a 400 error from OpenAI.
 
@@ -501,11 +501,13 @@ curl -X POST 'http://0.0.0.0:4000/chat/completions' \
 | `gpt-5.1-codex` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
 | `gpt-5.1-codex-mini` | `adaptive` | `low`, `medium`, `high` (no `minimal`) |
 | `gpt-5.1-codex-max` | `adaptive` | `low`, `medium`, `high`, `xhigh` (no `minimal`) |
+| `gpt-5.2` | `medium` | `none`, `low`, `medium`, `high`, `xhigh` |
+| `gpt-5.2-pro` | `high` | `low`, `medium`, `high`, `xhigh` |
 | `gpt-5-pro` | `high` | `high` only |
 
 **Note:**
 - GPT-5.1 introduced a new `reasoning_effort="none"` setting for faster, lower-latency responses. This replaces the `"minimal"` setting from GPT-5.
-- `gpt-5.1-codex-max` is the only model that supports `reasoning_effort="xhigh"`. All other models will reject this value.
+- `gpt-5.1-codex-max` and `gpt-5.2` models support `reasoning_effort="xhigh"`. All other models will reject this value.
 - `gpt-5-pro` only accepts `reasoning_effort="high"`. Other values will return an error.
 - When `reasoning_effort` is not set (None), OpenAI defaults to the value shown in the "Default" column.
 
diff --git a/docs/my-website/docs/proxy/guardrails/pillar_security.md b/docs/my-website/docs/proxy/guardrails/pillar_security.md
index 9632376768b..de0b0d53614 100644
--- a/docs/my-website/docs/proxy/guardrails/pillar_security.md
+++ b/docs/my-website/docs/proxy/guardrails/pillar_security.md
@@ -233,7 +233,7 @@ curl -X POST "http://localhost:4000/v1/chat/completions" \
   }'
 ```
 
-This provides clear, explicit conversation tracking that works seamlessly with LiteLLM's session management.
+This provides clear, explicit conversation tracking that works seamlessly with LiteLLM's session management. When using monitor mode, the session ID is returned in the `x-pillar-session-id` response header for easy correlation and tracking.
 
 ### Actions on Flagged Content
 
@@ -251,6 +251,73 @@ Logs the violation but allows the request to proceed:
 on_flagged_action: "monitor"
 ```
 
+**Response Headers:**
+
+You can opt in to receiving detection details in response headers by configuring `include_scanners: true` and/or `include_evidence: true`. When enabled, these headers are included for **every request**—not just flagged ones—enabling comprehensive metrics, false positive analysis, and threat investigation.
+
+- **`x-pillar-flagged`**: Boolean string indicating Pillar's blocking recommendation (`"true"` or `"false"`)
+- **`x-pillar-scanners`**: URL-encoded JSON object showing scanner categories (e.g., `%7B%22jailbreak%22%3Atrue%7D`) — requires `include_scanners: true`
+- **`x-pillar-evidence`**: URL-encoded JSON array of detection evidence (may contain items even when `flagged` is `false`) — requires `include_evidence: true`
+- **`x-pillar-session-id`**: URL-encoded session ID for correlation and investigation
+
+:::info Understanding `flagged` vs Scanner Results
+The `flagged` field is Pillar's **policy-level blocking recommendation**, which may differ from individual scanner results:
+
+- **`flagged: true`** → Pillar recommends blocking based on your configured policies
+- **`flagged: false`** → Pillar does not recommend blocking, but individual scanners may still detect content
+
+For example, the `toxic_language` scanner might detect profanity (`scanners.toxic_language: true`) while `flagged` remains `false` if your Pillar policy doesn't block on toxic language alone. This allows you to:
+- Monitor threats without blocking users
+- Build metrics on detection rates vs block rates
+- Analyze false positive rates by comparing scanner results to user feedback
+:::
+
+The `x-pillar-scanners`, `x-pillar-evidence`, and `x-pillar-session-id` headers use URL encoding (percent-encoding) to convert JSON data into an ASCII-safe format. This is necessary because HTTP headers only support ISO-8859-1 characters and cannot contain raw JSON special characters (`{`, `"`, `:`) or Unicode text. To read these headers, first URL-decode the value, then parse it as JSON.
+
+LiteLLM truncates the `x-pillar-evidence` header to a maximum of 8 KB per header to avoid proxy limits. Note that most proxies and servers also enforce a total header size limit of approximately 32 KB across all headers combined. When truncation occurs, each affected evidence item includes an `"evidence_truncated": true` flag and the metadata contains `pillar_evidence_truncated: true`.
+
+**Example Response Headers (URL-encoded):**
+```http
+x-pillar-flagged: true
+x-pillar-session-id: abc-123-def-456
+x-pillar-scanners: %7B%22jailbreak%22%3Atrue%2C%22prompt_injection%22%3Afalse%2C%22toxic_language%22%3Afalse%7D
+x-pillar-evidence: %5B%7B%22category%22%3A%22prompt_injection%22%2C%22evidence%22%3A%22Ignore%20previous%20instructions%22%7D%5D
+```
+
+**After Decoding:**
+```json
+// x-pillar-scanners
+{"jailbreak": true, "prompt_injection": false, "toxic_language": false}
+
+// x-pillar-evidence
+[{"category": "prompt_injection", "evidence": "Ignore previous instructions"}]
+```
+
+**Decoding Example (Python):**
+
+```python
+from urllib.parse import unquote
+import json
+
+# Step 1: URL-decode the header value (converts %7B to {, %22 to ", etc.)
+# Step 2: Parse the resulting JSON string
+scanners = json.loads(unquote(response.headers["x-pillar-scanners"]))
+evidence = json.loads(unquote(response.headers["x-pillar-evidence"]))
+
+# Session ID is a plain string, so only URL-decode is needed (no JSON parsing)
+session_id = unquote(response.headers["x-pillar-session-id"])
+```
+
+:::tip
+LiteLLM mirrors the encoded values onto `metadata["pillar_response_headers"]` so you can inspect exactly what was returned. When truncation occurs, it sets `metadata["pillar_evidence_truncated"]` to `true` and marks affected evidence items with `"evidence_truncated": true`. Evidence text is shortened with a `...[truncated]` suffix, and entire evidence entries may be removed if necessary to stay under the 8 KB header limit. Check these flags to determine if full evidence details are available in your logs.
+:::
+
+This allows your application to:
+- Track threats without blocking legitimate users
+- Implement custom handling logic based on threat types
+- Build analytics and alerting on security events
+- Correlate threats across requests using session IDs
+
 ### Resilience and Error Handling
 
 #### Graceful Degradation (`fallback_on_error`)
@@ -544,6 +611,79 @@ curl -X POST "http://localhost:4000/v1/chat/completions" \
 }
 ```
 
+</TabItem>
+<TabItem value="monitor" label="Monitor Mode with Headers">
+
+**Monitor mode request with scanner detection:**
+
+```bash
+# Test with content that triggers scanner detection
+curl -v -X POST "http://localhost:4000/v1/chat/completions" \
+  -H "Content-Type: application/json" \
+  -H "Authorization: Bearer YOUR_LITELLM_PROXY_MASTER_KEY" \
+  -d '{
+    "model": "gpt-4.1-mini",
+    "messages": [{"role": "user", "content": "how do I rob a bank?"}],
+    "max_tokens": 50
+  }'
+```
+
+**Expected response (Allowed with headers):**
+
+The request succeeds and returns the LLM response. Headers are included for **all requests** when `include_scanners` and `include_evidence` are enabled—even when `flagged` is `false`:
+
+```http
+HTTP/1.1 200 OK
+x-litellm-applied-guardrails: pillar-monitor-everything,pillar-monitor-everything
+x-pillar-flagged: false
+x-pillar-scanners: %7B%22jailbreak%22%3Afalse%2C%22safety%22%3Atrue%2C%22prompt_injection%22%3Afalse%2C%22pii%22%3Afalse%2C%22secret%22%3Afalse%2C%22toxic_language%22%3Afalse%7D
+x-pillar-evidence: %5B%7B%22category%22%3A%22safety%22%2C%22type%22%3A%22non_violent_crimes%22%2C%22end_idx%22%3A20%2C%22evidence%22%3A%22how%20do%20I%20rob%20a%20bank%3F%22%2C%22metadata%22%3A%7B%22start_idx%22%3A0%2C%22end_idx%22%3A20%7D%7D%5D
+x-pillar-session-id: d9433f86-b428-4ee7-93ee-e97a53f8a180
+```
+
+Notice that `x-pillar-flagged: false` but `safety: true` in the scanners. This is because `flagged` represents Pillar's policy-level blocking recommendation, while individual scanners report their own detections.
+
+```python
+from urllib.parse import unquote
+import json
+
+scanners = json.loads(unquote(response.headers["x-pillar-scanners"]))
+evidence = json.loads(unquote(response.headers["x-pillar-evidence"]))
+session_id = unquote(response.headers["x-pillar-session-id"])
+flagged = response.headers["x-pillar-flagged"] == "true"
+
+# Scanner detected safety issue, but policy didn't flag for blocking
+print(f"Flagged for blocking: {flagged}")  # False
+print(f"Safety issue detected: {scanners.get('safety')}")  # True
+print(f"Evidence: {evidence}")
+# [{'category': 'safety', 'type': 'non_violent_crimes', 'evidence': 'how do I rob a bank?', ...}]
+```
+
+```json
+{
+  "id": "chatcmpl-xyz123",
+  "object": "chat.completion",
+  "model": "gpt-4.1-mini",
+  "choices": [
+    {
+      "index": 0,
+      "message": {
+        "role": "assistant",
+        "content": "I'm sorry, but I can't assist with that request."
+      },
+      "finish_reason": "stop"
+    }
+  ],
+  "usage": {
+    "prompt_tokens": 14,
+    "completion_tokens": 11,
+    "total_tokens": 25
+  }
+}
+```
+
+**Note:** In monitor mode, scanner results and evidence are included in response headers for every request, allowing you to build metrics and analyze detection patterns. The `flagged` field indicates whether Pillar's policy recommends blocking—your application can use the detailed scanner data for custom alerting, analytics, or false positive analysis.
+
 </TabItem>
 <TabItem value="secrets" label="Secrets">
 
diff --git a/docs/my-website/docs/proxy/prometheus.md b/docs/my-website/docs/proxy/prometheus.md
index 2dae463514a..cd2b3b68f37 100644
--- a/docs/my-website/docs/proxy/prometheus.md
+++ b/docs/my-website/docs/proxy/prometheus.md
@@ -49,6 +49,16 @@ http://localhost:4000/metrics
 # <proxy_base_url>/metrics
 ```
 
+### Multiple Workers
+
+When using LiteLLM with multiple workers, you need to set the `PROMETHEUS_MULTIPROC_DIR` environment variable to enable aggregated metric collection across worker processes.
+
+```shell
+export PROMETHEUS_MULTIPROC_DIR="/prometheus_multiproc"
+```
+
+This directory is used by the Prometheus client library to store metric files that can be shared across multiple worker processes. Make sure the directory exists and is writable by your LiteLLM process.
+
 ## Virtual Keys, Teams, Internal Users
 
 Use this for for tracking per [user, key, team, etc.](virtual_keys)
diff --git a/docs/my-website/docs/proxy/token_auth.md b/docs/my-website/docs/proxy/token_auth.md
index 1db1b2a8965..fe928a596cf 100644
--- a/docs/my-website/docs/proxy/token_auth.md
+++ b/docs/my-website/docs/proxy/token_auth.md
@@ -247,6 +247,26 @@ OIDC Auth for API: [**See Walkthrough**](https://www.loom.com/share/00fe2deab59a
 - Validate if any group has model access
 - If all checks pass, allow the request
 
+### Select Team via Request Header
+
+When a JWT token contains multiple teams (via `team_ids_jwt_field`), you can explicitly select which team to use for a request by passing the `x-litellm-team-id` header.
+
+```bash
+curl -X POST 'http://0.0.0.0:4000/v1/chat/completions' \
+-H 'Content-Type: application/json' \
+-H 'Authorization: Bearer <your-jwt-token>' \
+-H 'x-litellm-team-id: team_id_2' \
+-d '{
+  "model": "gpt-4",
+  "messages": [{"role": "user", "content": "Hello"}]
+}'
+```
+
+**Validation:**
+- The team ID in the header must exist in the JWT's `team_ids_jwt_field` list or match `team_id_jwt_field`
+- If an invalid team is specified, a 403 error is returned
+- If no header is provided, LiteLLM auto-selects the first team with access to the requested model
+
 
 ### Custom JWT Validate
 
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 3b0f399f8e5..22477a8f96f 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -411,7 +411,13 @@ const sidebars = {
           label: "/a2a - A2A Agent Gateway",
           items: [
             "a2a",
+            "a2a_cost_tracking",
             "a2a_agent_permissions",
+            {
+              type: "link",
+              label: "Adding LangGraph Agents",
+              href: "/docs/providers/langgraph#litellm-a2a-gateway",
+            },
           ],
         },
         "assistants",
diff --git a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
index 608bb495885..6620db5ffa2 100644
--- a/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
+++ b/enterprise/litellm_enterprise/proxy/hooks/managed_files.py
@@ -22,7 +22,6 @@ from litellm.proxy._types import (
 )
 from litellm.proxy.openai_files_endpoints.common_utils import (
     _is_base64_encoded_unified_file_id,
-    convert_b64_uid_to_unified_uid,
     get_batch_id_from_unified_batch_id,
     get_model_id_from_unified_batch_id,
 )
@@ -42,6 +41,10 @@ from litellm.types.utils import (
     LLMResponseTypes,
     SpecialEnums,
 )
+from litellm.proxy.openai_files_endpoints.common_utils import (
+    get_content_type_from_file_object,
+    normalize_mime_type_for_provider,
+)
 
 if TYPE_CHECKING:
     from litellm.types.llms.openai import HttpxBinaryResponseContent
@@ -108,6 +111,17 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
 
         if file_object is not None:
             db_data["file_object"] = file_object.model_dump_json()
+            # Extract storage metadata from hidden params if present
+            hidden_params = getattr(file_object, "_hidden_params", {}) or {}
+            if "storage_backend" in hidden_params:
+                db_data["storage_backend"] = hidden_params["storage_backend"]
+            if "storage_url" in hidden_params:
+                db_data["storage_url"] = hidden_params["storage_url"]
+            
+            verbose_logger.debug(
+                f"Storage metadata: storage_backend={db_data.get('storage_backend')}, "
+                f"storage_url={db_data.get('storage_url')}"
+            )
 
         result = await self.prisma_client.db.litellm_managedfiletable.create(
             data=db_data
@@ -268,7 +282,7 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
                 )
         return False
 
-    async def async_pre_call_hook(
+    async def async_pre_call_hook(  # noqa: PLR0915
         self,
         user_api_key_dict: UserAPIKeyAuth,
         cache: DualCache,
@@ -287,15 +301,31 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
             await self.check_managed_file_id_access(data, user_api_key_dict)
 
         ### HANDLE TRANSFORMATIONS ###
-        if call_type == CallTypes.completion.value:
+        # Check both completion and acompletion call types
+        is_completion_call = (
+            call_type == CallTypes.completion.value 
+            or call_type == CallTypes.acompletion.value
+        )
+        
+        if is_completion_call:
             messages = data.get("messages")
+            model = data.get("model", "")
             if messages:
                 file_ids = self.get_file_ids_from_messages(messages)
                 if file_ids:
+                    # Check if any files are stored in storage backends and need base64 conversion
+                    # This is needed for Vertex AI/Gemini which requires base64 content
+                    is_vertex_ai = model and ("vertex_ai" in model or "gemini" in model.lower())
+                    if is_vertex_ai:
+                        await self._convert_storage_files_to_base64(
+                            messages=messages,
+                            file_ids=file_ids,
+                            litellm_parent_otel_span=user_api_key_dict.parent_otel_span,
+                        )
+                    
                     model_file_id_mapping = await self.get_model_file_id_mapping(
                         file_ids, user_api_key_dict.parent_otel_span
                     )
-
                     data["model_file_id_mapping"] = model_file_id_mapping
         elif call_type == CallTypes.aresponses.value or call_type == CallTypes.responses.value:
             # Handle managed files in responses API input
@@ -865,3 +895,124 @@ class _PROXY_LiteLLMManagedFiles(CustomLogger, BaseFileEndpoints):
             )
         else:
             raise Exception(f"LiteLLM Managed File object with id={file_id} not found")
+
+    async def _convert_storage_files_to_base64(
+        self,
+        messages: List[AllMessageValues],
+        file_ids: List[str],
+        litellm_parent_otel_span: Optional[Span],
+    ) -> None:
+        """
+        Convert files stored in storage backends to base64 format for Vertex AI/Gemini.
+        
+        This method checks if any managed files are stored in storage backends,
+        downloads them, and converts them to base64 format in the messages.
+        """
+        # Check each file_id to see if it's stored in a storage backend
+        for file_id in file_ids:
+            # Check if this is a base64 encoded unified file ID
+            decoded_unified_file_id = _is_base64_encoded_unified_file_id(file_id)
+            
+            if not decoded_unified_file_id:
+                continue
+            
+            # Check database for storage backend info
+            # IMPORTANT: The database stores the base64 encoded unified_file_id (not the decoded version)
+            # So we query with the original file_id (which is base64 encoded)
+            db_file = await self.prisma_client.db.litellm_managedfiletable.find_first(
+                where={"unified_file_id": file_id}
+            )
+            
+            if not db_file or not db_file.storage_backend or not db_file.storage_url:
+                continue
+            
+            # File is stored in a storage backend, download and convert to base64
+            try:
+                from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
+                
+                storage_backend_name = db_file.storage_backend
+                storage_url = db_file.storage_url
+                
+                # Get storage backend (uses same env vars as callback)
+                try:
+                    storage_backend = get_storage_backend(storage_backend_name)
+                except ValueError as e:
+                    verbose_logger.warning(
+                        f"Storage backend '{storage_backend_name}' error for file {file_id}: {str(e)}"
+                    )
+                    continue
+                
+                file_content = await storage_backend.download_file(storage_url)
+                
+                # Determine content type from file object
+                content_type = self._get_content_type_from_file_object(db_file.file_object)
+                
+                # Convert to base64
+                base64_data = base64.b64encode(file_content).decode("utf-8")
+                base64_data_uri = f"data:{content_type};base64,{base64_data}"
+                
+                # Update messages to use base64 instead of file_id
+                self._update_messages_with_base64_data(messages, file_id, base64_data_uri, content_type)
+            except Exception as e:
+                verbose_logger.exception(
+                    f"Error converting file {file_id} from storage backend to base64: {str(e)}"
+                )
+                # Continue with other files even if one fails
+                continue
+
+    def _get_content_type_from_file_object(self, file_object: Optional[Any]) -> str:
+        """
+        Determine content type from file object.
+        
+        Uses the MIME type utility for consistent detection and normalization.
+        
+        Args:
+            file_object: The file object from the database (can be dict, JSON string, or None)
+        
+        Returns:
+            str: MIME type (defaults to "application/octet-stream" if cannot be determined)
+        """
+        # Use utility function for detection
+        content_type = get_content_type_from_file_object(file_object)
+        
+        # Normalize for Gemini/Vertex AI (requires image/jpeg, not image/jpg)
+        content_type = normalize_mime_type_for_provider(content_type, provider="gemini")
+        
+        return content_type
+
+    def _update_messages_with_base64_data(
+        self,
+        messages: List[AllMessageValues],
+        file_id: str,
+        base64_data_uri: str,
+        content_type: str,
+    ) -> None:
+        """
+        Update messages to replace file_id with base64 data URI.
+        
+        Args:
+            messages: List of messages to update
+            file_id: The file ID to replace
+            base64_data_uri: The base64 data URI to use as replacement
+            content_type: The MIME type of the file (e.g., "image/jpeg", "application/pdf")
+        """
+        for message in messages:
+            if message.get("role") == "user":
+                content = message.get("content")
+                if content and isinstance(content, list):
+                    for element in content:
+                        if element.get("type") == "file":
+                            file_element = cast(ChatCompletionFileObject, element)
+                            file_element_file = file_element.get("file", {})
+                            
+                            if file_element_file.get("file_id") == file_id:
+                                # Replace file_id with base64 data
+                                file_element_file["file_data"] = base64_data_uri
+                                # Set format to help Gemini determine mime type
+                                file_element_file["format"] = content_type
+                                # Remove file_id to ensure only file_data is used
+                                file_element_file.pop("file_id", None)
+                                
+                                verbose_logger.debug(
+                                    f"Converted file {file_id} from storage backend to base64 with format {content_type}"
+                                )
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251210125210_add_storage_backend_to_managed_files/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251210125210_add_storage_backend_to_managed_files/migration.sql
new file mode 100644
index 00000000000..26f8d31d271
--- /dev/null
+++ b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251210125210_add_storage_backend_to_managed_files/migration.sql
@@ -0,0 +1,4 @@
+-- AlterTable
+ALTER TABLE "LiteLLM_ManagedFileTable" ADD COLUMN IF NOT EXISTS "storage_backend" TEXT;
+ALTER TABLE "LiteLLM_ManagedFileTable" ADD COLUMN IF NOT EXISTS "storage_url" TEXT;
+
diff --git a/litellm/__init__.py b/litellm/__init__.py
index 2c6f04a3aef..ef44aa53a13 100644
--- a/litellm/__init__.py
+++ b/litellm/__init__.py
@@ -399,7 +399,10 @@ disable_copilot_system_to_assistant: bool = (
 public_mcp_servers: Optional[List[str]] = None
 public_model_groups: Optional[List[str]] = None
 public_agent_groups: Optional[List[str]] = None
-public_model_groups_links: Dict[str, str] = {}
+# Supports both old format (Dict[str, str]) and new format (Dict[str, Dict[str, Any]])
+# New format: { "displayName": { "url": "...", "index": 0 } }
+# Old format: { "displayName": "url" } (for backward compatibility)
+public_model_groups_links: Dict[str, Union[str, Dict[str, Any]]] = {}
 #### REQUEST PRIORITIZATION #######
 priority_reservation: Optional[Dict[str, Union[float, PriorityReservationDict]]] = None
 priority_reservation_settings: "PriorityReservationSettings" = (
diff --git a/litellm/a2a_protocol/litellm_completion_bridge/handler.py b/litellm/a2a_protocol/litellm_completion_bridge/handler.py
index 1f8892c91bf..2eab2551833 100644
--- a/litellm/a2a_protocol/litellm_completion_bridge/handler.py
+++ b/litellm/a2a_protocol/litellm_completion_bridge/handler.py
@@ -55,6 +55,7 @@ class A2ACompletionBridgeHandler:
         # Get completion params
         custom_llm_provider = litellm_params.get("custom_llm_provider")
         model = litellm_params.get("model", "agent")
+        api_key = litellm_params.get("api_key")
 
         # Build full model string if provider specified
         # Skip prepending if model already starts with the provider prefix
@@ -72,6 +73,7 @@ class A2ACompletionBridgeHandler:
             model=full_model,
             messages=openai_messages,
             api_base=api_base,
+            api_key=api_key,
             stream=False,
         )
 
@@ -127,6 +129,7 @@ class A2ACompletionBridgeHandler:
         # Get completion params
         custom_llm_provider = litellm_params.get("custom_llm_provider")
         model = litellm_params.get("model", "agent")
+        api_key = litellm_params.get("api_key")
 
         # Build full model string if provider specified
         # Skip prepending if model already starts with the provider prefix
@@ -157,6 +160,7 @@ class A2ACompletionBridgeHandler:
             model=full_model,
             messages=openai_messages,
             api_base=api_base,
+            api_key=api_key,
             stream=True,
         )
 
diff --git a/litellm/constants.py b/litellm/constants.py
index 1dcbe073837..38d3e8a1753 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -54,6 +54,9 @@ MAX_SIZE_PER_ITEM_IN_MEMORY_CACHE_IN_KB = int(
 SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD = int(
     os.getenv("SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD", 1000)
 )  # Minimum number of requests to consider "reasonable traffic". Used for single-deployment cooldown logic.
+DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS = int(
+    os.getenv("DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS", 5)
+)  # Minimum number of requests before applying error rate cooldown. Prevents cooldown from triggering on first failure.
 
 DEFAULT_REASONING_EFFORT_DISABLE_THINKING_BUDGET = int(
     os.getenv("DEFAULT_REASONING_EFFORT_DISABLE_THINKING_BUDGET", 0)
diff --git a/litellm/files/main.py b/litellm/files/main.py
index acf545e4319..a7c82290c29 100644
--- a/litellm/files/main.py
+++ b/litellm/files/main.py
@@ -27,6 +27,7 @@ from litellm.llms.vertex_ai.files.handler import VertexAIFilesHandler
 from litellm.types.llms.openai import (
     CreateFileRequest,
     FileContentRequest,
+    FileExpiresAfter,
     FileTypes,
     HttpxBinaryResponseContent,
     OpenAIFileObject,
@@ -58,6 +59,7 @@ anthropic_files_instance = AnthropicFilesHandler()
 async def acreate_file(
     file: FileTypes,
     purpose: Literal["assistants", "batch", "fine-tune"],
+    expires_after: Optional[FileExpiresAfter] = None,
     custom_llm_provider: Literal["openai", "azure", "vertex_ai", "bedrock", "hosted_vllm"] = "openai",
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
@@ -75,6 +77,7 @@ async def acreate_file(
         call_args = {
             "file": file,
             "purpose": purpose,
+            "expires_after": expires_after,
             "custom_llm_provider": custom_llm_provider,
             "extra_headers": extra_headers,
             "extra_body": extra_body,
@@ -83,7 +86,6 @@ async def acreate_file(
 
         # Use a partial function to pass your keyword arguments
         func = partial(create_file, **call_args)
-
         # Add the context to the function
         ctx = contextvars.copy_context()
         func_with_context = partial(ctx.run, func)
@@ -102,6 +104,7 @@ async def acreate_file(
 def create_file(
     file: FileTypes,
     purpose: Literal["assistants", "batch", "fine-tune"],
+    expires_after: Optional[FileExpiresAfter] = None,
     custom_llm_provider: Optional[Literal["openai", "azure", "vertex_ai", "bedrock", "hosted_vllm"]] = None,
     extra_headers: Optional[Dict[str, str]] = None,
     extra_body: Optional[Dict[str, str]] = None,
@@ -141,12 +144,21 @@ def create_file(
         elif timeout is None:
             timeout = 600.0
 
-        _create_file_request = CreateFileRequest(
-            file=file,
-            purpose=purpose,
-            extra_headers=extra_headers,
-            extra_body=extra_body,
-        )
+        if expires_after is not None:
+            _create_file_request = CreateFileRequest(
+                file=file,
+                purpose=purpose,
+                expires_after=expires_after,
+                extra_headers=extra_headers,
+                extra_body=extra_body,
+            )
+        else:
+            _create_file_request = CreateFileRequest(
+                file=file,
+                purpose=purpose,
+                extra_headers=extra_headers,
+                extra_body=extra_body,
+            )
 
         provider_config = ProviderConfigManager.get_provider_files_config(
             model="",
diff --git a/litellm/integrations/anthropic_cache_control_hook.py b/litellm/integrations/anthropic_cache_control_hook.py
index 8b0a96842e1..45b932a73af 100644
--- a/litellm/integrations/anthropic_cache_control_hook.py
+++ b/litellm/integrations/anthropic_cache_control_hook.py
@@ -7,16 +7,18 @@ Users can define
 """
 
 import copy
-from typing import Dict, List, Optional, Tuple, Union, cast
+from typing import Any, Dict, List, Optional, Tuple, Union, cast
 
 from litellm._logging import verbose_logger
 from litellm.integrations.custom_logger import CustomLogger
 from litellm.integrations.custom_prompt_management import CustomPromptManagement
+from litellm.integrations.prompt_management_base import PromptManagementClient
 from litellm.types.integrations.anthropic_cache_control_hook import (
     CacheControlInjectionPoint,
     CacheControlMessageInjectionPoint,
 )
 from litellm.types.llms.openai import AllMessageValues, ChatCompletionCachedContent
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import StandardCallbackDynamicParams
 
 
@@ -29,6 +31,7 @@ class AnthropicCacheControlHook(CustomPromptManagement):
         prompt_id: Optional[str],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
         ignore_prompt_manager_model: Optional[bool] = False,
@@ -141,6 +144,78 @@ class AnthropicCacheControlHook(CustomPromptManagement):
         """Return the integration name for this hook."""
         return "anthropic_cache_control_hook"
 
+    def should_run_prompt_management(
+        self,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+    ) -> bool:
+        """Always return False since this is not a true prompt management system."""
+        return False
+
+    def _compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        """Not used - this hook only modifies messages, doesn't fetch prompts."""
+        return PromptManagementClient(
+            prompt_id=prompt_id,
+            prompt_template=[],
+            prompt_template_model=None,
+            prompt_template_optional_params=None,
+            completed_messages=None,
+        )
+
+    async def async_compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        """Not used - this hook only modifies messages, doesn't fetch prompts."""
+        return self._compile_prompt_helper(
+            prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
+    async def async_get_chat_completion_prompt(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        litellm_logging_obj: Any,
+        prompt_spec: Optional[PromptSpec] = None,
+        tools: Optional[List[Dict]] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> Tuple[str, List[AllMessageValues], dict]:
+        """Async version - delegates to sync since no async operations needed."""
+        return self.get_chat_completion_prompt(
+            model=model,
+            messages=messages,
+            non_default_params=non_default_params,
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
     @staticmethod
     def should_use_anthropic_cache_control_hook(non_default_params: Dict) -> bool:
         if non_default_params.get("cache_control_injection_points", None):
diff --git a/litellm/integrations/bitbucket/bitbucket_prompt_manager.py b/litellm/integrations/bitbucket/bitbucket_prompt_manager.py
index 39759910730..aa6bff5509e 100644
--- a/litellm/integrations/bitbucket/bitbucket_prompt_manager.py
+++ b/litellm/integrations/bitbucket/bitbucket_prompt_manager.py
@@ -13,6 +13,7 @@ from litellm.integrations.prompt_management_base import (
     PromptManagementClient,
 )
 from litellm.types.llms.openai import AllMessageValues
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import StandardCallbackDynamicParams
 
 from .bitbucket_client import BitBucketClient
@@ -414,7 +415,8 @@ class BitBucketPromptManager(CustomPromptManagement):
 
     def should_run_prompt_management(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         dynamic_callback_params: StandardCallbackDynamicParams,
     ) -> bool:
         """
@@ -423,11 +425,12 @@ class BitBucketPromptManager(CustomPromptManagement):
         For BitBucket, we always return True and handle the prompt loading
         in the _compile_prompt_helper method.
         """
-        return True
+        return prompt_id is not None
 
     def _compile_prompt_helper(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         prompt_label: Optional[str] = None,
@@ -442,6 +445,9 @@ class BitBucketPromptManager(CustomPromptManagement):
         3. Converts the rendered text into chat messages
         4. Extracts model and optional parameters from metadata
         """
+        if prompt_id is None:
+            raise ValueError("prompt_id is required for BitBucket prompt manager")
+
         try:
             # Load the prompt from BitBucket if not already loaded
             if prompt_id not in self.prompt_manager.prompts:
@@ -481,6 +487,31 @@ class BitBucketPromptManager(CustomPromptManagement):
         except Exception as e:
             raise ValueError(f"Error compiling prompt '{prompt_id}': {e}")
 
+    async def async_compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        """
+        Async version of compile prompt helper. Since BitBucket operations use sync client,
+        this simply delegates to the sync version.
+        """
+        if prompt_id is None:
+            raise ValueError("prompt_id is required for BitBucket prompt manager")
+
+        return self._compile_prompt_helper(
+            prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
     def get_chat_completion_prompt(
         self,
         model: str,
@@ -489,6 +520,7 @@ class BitBucketPromptManager(CustomPromptManagement):
         prompt_id: Optional[str],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
         ignore_prompt_manager_model: Optional[bool] = False,
@@ -505,6 +537,39 @@ class BitBucketPromptManager(CustomPromptManagement):
             prompt_id,
             prompt_variables,
             dynamic_callback_params,
-            prompt_label,
-            prompt_version,
+            prompt_spec=prompt_spec,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
+    async def async_get_chat_completion_prompt(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        litellm_logging_obj: Any,
+        prompt_spec: Optional[PromptSpec] = None,
+        tools: Optional[List[Dict]] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> Tuple[str, List[AllMessageValues], dict]:
+        """
+        Async version - delegates to PromptManagementBase async implementation.
+        """
+        return await PromptManagementBase.async_get_chat_completion_prompt(
+            self,
+            model,
+            messages,
+            non_default_params,
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            litellm_logging_obj=litellm_logging_obj,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_spec=prompt_spec,
+            tools=tools,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
         )
diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py
index 66d5553f5ca..6488128b215 100644
--- a/litellm/integrations/custom_logger.py
+++ b/litellm/integrations/custom_logger.py
@@ -20,6 +20,7 @@ from litellm.caching.caching import DualCache
 from litellm.constants import DEFAULT_MAX_RECURSE_DEPTH_SENSITIVE_DATA_MASKER
 from litellm.types.integrations.argilla import ArgillaItem
 from litellm.types.llms.openai import AllMessageValues, ChatCompletionRequest
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import (
     AdapterCompletionStreamWrapper,
     CallTypes,
@@ -158,9 +159,12 @@ class CustomLogger:  # https://docs.litellm.ai/docs/observability/custom_callbac
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         litellm_logging_obj: LiteLLMLoggingObj,
+        prompt_spec: Optional[PromptSpec] = None,
         tools: Optional[List[Dict]] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
+        ignore_prompt_manager_model: Optional[bool] = False,
+        ignore_prompt_manager_optional_params: Optional[bool] = False,
     ) -> Tuple[str, List[AllMessageValues], dict]:
         """
         Returns:
@@ -178,6 +182,7 @@ class CustomLogger:  # https://docs.litellm.ai/docs/observability/custom_callbac
         prompt_id: Optional[str],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
         ignore_prompt_manager_model: Optional[bool] = False,
diff --git a/litellm/integrations/custom_prompt_management.py b/litellm/integrations/custom_prompt_management.py
index 401280647bf..875ad8f1ef5 100644
--- a/litellm/integrations/custom_prompt_management.py
+++ b/litellm/integrations/custom_prompt_management.py
@@ -6,6 +6,7 @@ from litellm.integrations.prompt_management_base import (
     PromptManagementClient,
 )
 from litellm.types.llms.openai import AllMessageValues
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import StandardCallbackDynamicParams
 
 
@@ -29,6 +30,7 @@ class CustomPromptManagement(CustomLogger, PromptManagementBase):
         prompt_id: Optional[str],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
         ignore_prompt_manager_model: Optional[bool] = False,
@@ -48,14 +50,16 @@ class CustomPromptManagement(CustomLogger, PromptManagementBase):
 
     def should_run_prompt_management(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         dynamic_callback_params: StandardCallbackDynamicParams,
     ) -> bool:
         return True
 
     def _compile_prompt_helper(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         prompt_label: Optional[str] = None,
diff --git a/litellm/integrations/dotprompt/dotprompt_manager.py b/litellm/integrations/dotprompt/dotprompt_manager.py
index 53a12914496..e3901bd9359 100644
--- a/litellm/integrations/dotprompt/dotprompt_manager.py
+++ b/litellm/integrations/dotprompt/dotprompt_manager.py
@@ -9,6 +9,7 @@ from typing import Any, Dict, List, Optional, Tuple, Union
 from litellm.integrations.custom_prompt_management import CustomPromptManagement
 from litellm.integrations.prompt_management_base import PromptManagementClient
 from litellm.types.llms.openai import AllMessageValues
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import StandardCallbackDynamicParams
 
 from .prompt_manager import PromptManager, PromptTemplate
@@ -82,7 +83,8 @@ class DotpromptManager(CustomPromptManagement):
 
     def should_run_prompt_management(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         dynamic_callback_params: StandardCallbackDynamicParams,
     ) -> bool:
         """
@@ -90,6 +92,8 @@ class DotpromptManager(CustomPromptManagement):
 
         Returns True if the prompt_id exists in our prompt manager.
         """
+        if prompt_id is None:
+            return False
         try:
             return prompt_id in self.prompt_manager.list_prompts()
         except Exception:
@@ -98,7 +102,8 @@ class DotpromptManager(CustomPromptManagement):
 
     def _compile_prompt_helper(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         prompt_label: Optional[str] = None,
@@ -114,6 +119,9 @@ class DotpromptManager(CustomPromptManagement):
         4. Extracts model and optional parameters from metadata
         """
 
+        if prompt_id is None:
+            raise ValueError("prompt_id is required for dotprompt manager")
+
         try:
 
             # Get the prompt template (versioned or base)
@@ -153,6 +161,31 @@ class DotpromptManager(CustomPromptManagement):
         except Exception as e:
             raise ValueError(f"Error compiling prompt '{prompt_id}': {e}")
 
+    async def async_compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        """
+        Async version of compile prompt helper. Since dotprompt operations are synchronous,
+        this simply delegates to the sync version.
+        """
+        if prompt_id is None:
+            raise ValueError("prompt_id is required for dotprompt manager")
+
+        return self._compile_prompt_helper(
+            prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
     def get_chat_completion_prompt(
         self,
         model: str,
@@ -161,6 +194,7 @@ class DotpromptManager(CustomPromptManagement):
         prompt_id: Optional[str],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
         ignore_prompt_manager_model: Optional[bool] = False,
@@ -177,8 +211,43 @@ class DotpromptManager(CustomPromptManagement):
             prompt_id,
             prompt_variables,
             dynamic_callback_params,
-            prompt_label,
-            prompt_version,
+            prompt_spec=prompt_spec,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
+    async def async_get_chat_completion_prompt(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        litellm_logging_obj: Any,
+        prompt_spec: Optional[PromptSpec] = None,
+        tools: Optional[List[Dict]] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> Tuple[str, List[AllMessageValues], dict]:
+        """
+        Async version - delegates to PromptManagementBase async implementation.
+        """
+        from litellm.integrations.prompt_management_base import PromptManagementBase
+
+        return await PromptManagementBase.async_get_chat_completion_prompt(
+            self,
+            model,
+            messages,
+            non_default_params,
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            litellm_logging_obj=litellm_logging_obj,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_spec=prompt_spec,
+            tools=tools,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
         )
 
     def _convert_to_messages(self, rendered_content: str) -> List[AllMessageValues]:
diff --git a/litellm/integrations/generic_prompt_management/__init__.py b/litellm/integrations/generic_prompt_management/__init__.py
new file mode 100644
index 00000000000..7466dc9c68d
--- /dev/null
+++ b/litellm/integrations/generic_prompt_management/__init__.py
@@ -0,0 +1,80 @@
+"""Generic prompt management integration for LiteLLM."""
+
+from typing import TYPE_CHECKING, Optional
+
+if TYPE_CHECKING:
+    from .generic_prompt_manager import GenericPromptManager
+    from litellm.types.prompts.init_prompts import PromptLiteLLMParams, PromptSpec
+    from litellm.integrations.custom_prompt_management import CustomPromptManagement
+
+from litellm.types.prompts.init_prompts import SupportedPromptIntegrations
+
+from .generic_prompt_manager import GenericPromptManager
+
+# Global instances
+global_generic_prompt_config: Optional[dict] = None
+
+
+def set_global_generic_prompt_config(config: dict) -> None:
+    """
+    Set the global generic prompt configuration.
+
+    Args:
+        config: Dictionary containing generic prompt configuration
+                - api_base: Base URL for the API
+                - api_key: Optional API key for authentication
+                - timeout: Request timeout in seconds (default: 30)
+    """
+    import litellm
+
+    litellm.global_generic_prompt_config = config  # type: ignore
+
+
+def prompt_initializer(
+    litellm_params: "PromptLiteLLMParams", prompt_spec: "PromptSpec"
+) -> "CustomPromptManagement":
+    """
+    Initialize a prompt from a generic prompt management API.
+    """
+    prompt_id = getattr(litellm_params, "prompt_id", None)
+
+    api_base = litellm_params.api_base
+    api_key = litellm_params.api_key
+    if not api_base:
+        raise ValueError("api_base is required in generic_prompt_config")
+
+    provider_specific_query_params = litellm_params.provider_specific_query_params
+
+    try:
+        generic_prompt_manager = GenericPromptManager(
+            api_base=api_base,
+            api_key=api_key,
+            prompt_id=prompt_id,
+            additional_provider_specific_query_params=provider_specific_query_params,
+            **litellm_params.model_dump(
+                exclude_none=True,
+                exclude={
+                    "prompt_id",
+                    "api_key",
+                    "provider_specific_query_params",
+                    "api_base",
+                },
+            ),
+        )
+
+        return generic_prompt_manager
+    except Exception as e:
+        raise e
+
+
+prompt_initializer_registry = {
+    SupportedPromptIntegrations.GENERIC_PROMPT_MANAGEMENT.value: prompt_initializer,
+}
+
+# Export public API
+__all__ = [
+    "GenericPromptManager",
+    "set_global_generic_prompt_config",
+    "global_generic_prompt_config",
+    "prompt_initializer_registry",
+]
diff --git a/litellm/integrations/generic_prompt_management/generic_prompt_manager.py b/litellm/integrations/generic_prompt_management/generic_prompt_manager.py
new file mode 100644
index 00000000000..9490d9fde1c
--- /dev/null
+++ b/litellm/integrations/generic_prompt_management/generic_prompt_manager.py
@@ -0,0 +1,501 @@
+"""
+Generic prompt manager that integrates with LiteLLM's prompt management system.
+Fetches prompts from any API that implements the /beta/litellm_prompt_management endpoint.
+"""
+
+import json
+from typing import TYPE_CHECKING, Any, Dict, List, Optional, Tuple
+
+import httpx
+
+from litellm.integrations.custom_prompt_management import CustomPromptManagement
+from litellm.integrations.prompt_management_base import (
+    PromptManagementBase,
+    PromptManagementClient,
+)
+from litellm.llms.custom_httpx.http_handler import (
+    _get_httpx_client,
+    get_async_httpx_client,
+)
+from litellm.types.llms.custom_http import httpxSpecialProvider
+from litellm.types.llms.openai import AllMessageValues
+from litellm.types.prompts.init_prompts import PromptSpec
+from litellm.types.utils import StandardCallbackDynamicParams
+
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+
+
+class GenericPromptManager(CustomPromptManagement):
+    """
+    Generic prompt manager that integrates with LiteLLM's prompt management system.
+
+    This class enables using prompts from any API that implements the
+    /beta/litellm_prompt_management endpoint.
+
+    Usage:
+        # Configure API access
+        generic_config = {
+            "api_base": "https://your-api.com",
+            "api_key": "your-api-key",  # optional
+            "timeout": 30,  # optional, defaults to 30
+        }
+
+        # Use with completion
+        response = litellm.completion(
+            model="generic_prompt/gpt-4",
+            prompt_id="my_prompt_id",
+            prompt_variables={"variable": "value"},
+            generic_prompt_config=generic_config,
+            messages=[{"role": "user", "content": "Additional message"}]
+        )
+    """
+
+    def __init__(
+        self,
+        api_base: str,
+        api_key: Optional[str] = None,
+        timeout: int = 30,
+        prompt_id: Optional[str] = None,
+        additional_provider_specific_query_params: Optional[Dict[str, Any]] = None,
+        **kwargs,
+    ):
+        """
+        Initialize the Generic Prompt Manager.
+
+        Args:
+            api_base: Base URL for the API (e.g., "https://your-api.com")
+            api_key: Optional API key for authentication
+            timeout: Request timeout in seconds (default: 30)
+            prompt_id: Optional prompt ID to pre-load
+        """
+        super().__init__(**kwargs)
+        self.api_base = api_base.rstrip("/")
+        self.api_key = api_key
+        self.timeout = timeout
+        self.prompt_id = prompt_id
+        self.additional_provider_specific_query_params = (
+            additional_provider_specific_query_params
+        )
+        self._prompt_cache: Dict[str, PromptManagementClient] = {}
+
+    @property
+    def integration_name(self) -> str:
+        """Integration name used in model names like 'generic_prompt/gpt-4'."""
+        return "generic_prompt"
+
+    def _get_headers(self) -> Dict[str, str]:
+        """Get HTTP headers for API requests."""
+        headers = {
+            "Content-Type": "application/json",
+            "Accept": "application/json",
+        }
+        if self.api_key:
+            headers["Authorization"] = f"Bearer {self.api_key}"
+        return headers
+
+    def _fetch_prompt_from_api(
+        self, prompt_id: Optional[str], prompt_spec: Optional[PromptSpec]
+    ) -> Dict[str, Any]:
+        """
+        Fetch a prompt from the API.
+
+        Args:
+            prompt_id: The ID of the prompt to fetch
+
+        Returns:
+            The prompt data from the API
+
+        Raises:
+            Exception: If the API request fails
+        """
+        if prompt_id is None and prompt_spec is None:
+            raise ValueError("prompt_id or prompt_spec is required")
+
+        url = f"{self.api_base}/beta/litellm_prompt_management"
+        params = {
+            "prompt_id": prompt_id,
+            **(self.additional_provider_specific_query_params or {}),
+        }
+        http_client = _get_httpx_client()
+
+        try:
+
+            response = http_client.get(
+                url,
+                params=params,
+                headers=self._get_headers(),
+            )
+
+            response.raise_for_status()
+            return response.json()
+        except httpx.HTTPError as e:
+            raise Exception(f"Failed to fetch prompt '{prompt_id}' from API: {e}")
+        except json.JSONDecodeError as e:
+            raise Exception(f"Failed to parse prompt response for '{prompt_id}': {e}")
+
+    async def async_fetch_prompt_from_api(
+        self, prompt_id: Optional[str], prompt_spec: Optional[PromptSpec]
+    ) -> Dict[str, Any]:
+        """
+        Fetch a prompt from the API asynchronously.
+        """
+        if prompt_id is None and prompt_spec is None:
+            raise ValueError("prompt_id or prompt_spec is required")
+
+        url = f"{self.api_base}/beta/litellm_prompt_management"
+        params = {
+            "prompt_id": prompt_id,
+            **(
+                prompt_spec.litellm_params.provider_specific_query_params
+                if prompt_spec
+                and prompt_spec.litellm_params.provider_specific_query_params
+                else {}
+            ),
+        }
+
+        http_client = get_async_httpx_client(
+            llm_provider=httpxSpecialProvider.PromptManagement,
+        )
+
+        try:
+            response = await http_client.get(
+                url,
+                params=params,
+                headers=self._get_headers(),
+            )
+            response.raise_for_status()
+            return response.json()
+        except httpx.HTTPError as e:
+            raise Exception(f"Failed to fetch prompt '{prompt_id}' from API: {e}")
+        except json.JSONDecodeError as e:
+            raise Exception(f"Failed to parse prompt response for '{prompt_id}': {e}")
+
+    def _parse_api_response(
+        self,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
+        api_response: Dict[str, Any],
+    ) -> PromptManagementClient:
+        """
+        Parse the API response into a PromptManagementClient structure.
+
+        Expected API response format:
+        {
+            "prompt_id": "string",
+            "prompt_template": [
+                {"role": "system", "content": "..."},
+                {"role": "user", "content": "..."}
+            ],
+            "prompt_template_model": "gpt-4",  # optional
+            "prompt_template_optional_params": {  # optional
+                "temperature": 0.7,
+                "max_tokens": 100
+            }
+        }
+
+        Args:
+            prompt_id: The ID of the prompt
+            api_response: The response from the API
+
+        Returns:
+            PromptManagementClient structure
+        """
+        return PromptManagementClient(
+            prompt_id=prompt_id,
+            prompt_template=api_response.get("prompt_template", []),
+            prompt_template_model=api_response.get("prompt_template_model"),
+            prompt_template_optional_params=api_response.get(
+                "prompt_template_optional_params"
+            ),
+            completed_messages=None,
+        )
+
+    def should_run_prompt_management(
+        self,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+    ) -> bool:
+        """
+        Determine if prompt management should run based on the prompt_id.
+
+        For Generic Prompt Manager, we always return True and handle the prompt loading
+        in the _compile_prompt_helper method.
+        """
+        if prompt_id is not None or (
+            prompt_spec is not None
+            and prompt_spec.litellm_params.provider_specific_query_params is not None
+        ):
+            return True
+        return False
+
+    def _get_cache_key(
+        self,
+        prompt_id: Optional[str],
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> str:
+        return f"{prompt_id}:{prompt_label}:{prompt_version}"
+
+    def _common_caching_logic(
+        self,
+        prompt_id: Optional[str],
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+        prompt_variables: Optional[dict] = None,
+    ) -> Optional[PromptManagementClient]:
+        """
+        Common caching logic for the prompt manager.
+        """
+        # Check cache first
+        cache_key = self._get_cache_key(prompt_id, prompt_label, prompt_version)
+        if cache_key in self._prompt_cache:
+            cached_prompt = self._prompt_cache[cache_key]
+            # Return a copy with variables applied if needed
+            if prompt_variables:
+                return self._apply_variables(cached_prompt, prompt_variables)
+            return cached_prompt
+        return None
+
+    def _compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        """
+        Compile a prompt template into a PromptManagementClient structure.
+
+        This method:
+        1. Fetches the prompt from the API (with caching)
+        2. Applies any prompt variables (if the API supports it)
+        3. Returns the structured prompt data
+
+        Args:
+            prompt_id: The ID of the prompt
+            prompt_variables: Variables to substitute in the template (optional)
+            dynamic_callback_params: Dynamic callback parameters
+            prompt_label: Optional label for the prompt version
+            prompt_version: Optional specific version number
+
+        Returns:
+            PromptManagementClient structure
+        """
+        cached_prompt = self._common_caching_logic(
+            prompt_id=prompt_id,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+            prompt_variables=prompt_variables,
+        )
+        if cached_prompt:
+            return cached_prompt
+
+        cache_key = self._get_cache_key(prompt_id, prompt_label, prompt_version)
+        try:
+            # Fetch from API
+            api_response = self._fetch_prompt_from_api(prompt_id, prompt_spec)
+
+            # Parse the response
+            prompt_client = self._parse_api_response(
+                prompt_id, prompt_spec, api_response
+            )
+
+            # Cache the result
+            self._prompt_cache[cache_key] = prompt_client
+
+            # Apply variables if provided
+            if prompt_variables:
+                prompt_client = self._apply_variables(prompt_client, prompt_variables)
+
+            return prompt_client
+
+        except Exception as e:
+            raise ValueError(f"Error compiling prompt '{prompt_id}': {e}")
+
+    async def async_compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+
+        # Check cache first
+        cached_prompt = self._common_caching_logic(
+            prompt_id=prompt_id,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+            prompt_variables=prompt_variables,
+        )
+        if cached_prompt:
+            return cached_prompt
+
+        cache_key = self._get_cache_key(prompt_id, prompt_label, prompt_version)
+
+        try:
+            # Fetch from API
+
+            api_response = await self.async_fetch_prompt_from_api(
+                prompt_id=prompt_id, prompt_spec=prompt_spec
+            )
+
+            # Parse the response
+            prompt_client = self._parse_api_response(
+                prompt_id, prompt_spec, api_response
+            )
+
+            # Cache the result
+            self._prompt_cache[cache_key] = prompt_client
+
+            # Apply variables if provided
+            if prompt_variables:
+                prompt_client = self._apply_variables(prompt_client, prompt_variables)
+
+            return prompt_client
+
+        except Exception as e:
+            raise ValueError(
+                f"Error compiling prompt '{prompt_id}': {e}, prompt_spec: {prompt_spec}"
+            )
+
+    def _apply_variables(
+        self,
+        prompt_client: PromptManagementClient,
+        variables: Dict[str, Any],
+    ) -> PromptManagementClient:
+        """
+        Apply variables to the prompt template.
+
+        This performs simple string substitution using {variable_name} syntax.
+
+        Args:
+            prompt_client: The prompt client structure
+            variables: Variables to substitute
+
+        Returns:
+            Updated PromptManagementClient with variables applied
+        """
+        # Create a copy of the prompt template with variables applied
+        updated_messages: List[AllMessageValues] = []
+        for message in prompt_client["prompt_template"]:
+            updated_message = dict(message)  # type: ignore
+            if "content" in updated_message and isinstance(
+                updated_message["content"], str
+            ):
+                content = updated_message["content"]
+                for key, value in variables.items():
+                    content = content.replace(f"{{{key}}}", str(value))
+                    content = content.replace(
+                        f"{{{{{key}}}}}", str(value)
+                    )  # Also support {{key}}
+                updated_message["content"] = content
+            updated_messages.append(updated_message)  # type: ignore
+
+        return PromptManagementClient(
+            prompt_id=prompt_client["prompt_id"],
+            prompt_template=updated_messages,
+            prompt_template_model=prompt_client["prompt_template_model"],
+            prompt_template_optional_params=prompt_client[
+                "prompt_template_optional_params"
+            ],
+            completed_messages=None,
+        )
+
+    async def async_get_chat_completion_prompt(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        litellm_logging_obj: "LiteLLMLoggingObj",
+        prompt_spec: Optional[PromptSpec] = None,
+        tools: Optional[List[Dict]] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+        ignore_prompt_manager_model: Optional[bool] = False,
+        ignore_prompt_manager_optional_params: Optional[bool] = False,
+    ) -> Tuple[str, List[AllMessageValues], dict]:
+        """
+        Get chat completion prompt and return processed model, messages, and parameters.
+        """
+
+        return await PromptManagementBase.async_get_chat_completion_prompt(
+            self,
+            model,
+            messages,
+            non_default_params,
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            litellm_logging_obj=litellm_logging_obj,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_spec=prompt_spec,
+            tools=tools,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+            ignore_prompt_manager_model=(
+                ignore_prompt_manager_model
+                or prompt_spec.litellm_params.ignore_prompt_manager_model
+                if prompt_spec
+                else False
+            ),
+            ignore_prompt_manager_optional_params=(
+                ignore_prompt_manager_optional_params
+                or prompt_spec.litellm_params.ignore_prompt_manager_optional_params
+                if prompt_spec
+                else False
+            ),
+        )
+
+    def get_chat_completion_prompt(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+        ignore_prompt_manager_model: Optional[bool] = False,
+        ignore_prompt_manager_optional_params: Optional[bool] = False,
+    ) -> Tuple[str, List[AllMessageValues], dict]:
+        """
+        Get chat completion prompt and return processed model, messages, and parameters.
+        """
+        return PromptManagementBase.get_chat_completion_prompt(
+            self,
+            model,
+            messages,
+            non_default_params,
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_spec=prompt_spec,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+            ignore_prompt_manager_model=(
+                ignore_prompt_manager_model
+                or prompt_spec.litellm_params.ignore_prompt_manager_model
+                if prompt_spec
+                else False
+            ),
+            ignore_prompt_manager_optional_params=(
+                ignore_prompt_manager_optional_params
+                or prompt_spec.litellm_params.ignore_prompt_manager_optional_params
+                if prompt_spec
+                else False
+            ),
+        )
+
+    def clear_cache(self) -> None:
+        """Clear the prompt cache."""
+        self._prompt_cache.clear()
diff --git a/litellm/integrations/gitlab/gitlab_prompt_manager.py b/litellm/integrations/gitlab/gitlab_prompt_manager.py
index 9931c007dc7..85335a811a3 100644
--- a/litellm/integrations/gitlab/gitlab_prompt_manager.py
+++ b/litellm/integrations/gitlab/gitlab_prompt_manager.py
@@ -13,6 +13,7 @@ from litellm.integrations.prompt_management_base import (
     PromptManagementClient,
 )
 from litellm.types.llms.openai import AllMessageValues
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import StandardCallbackDynamicParams
 
 GITLAB_PREFIX = "gitlab::"
@@ -454,19 +455,24 @@ class GitLabPromptManager(CustomPromptManagement):
 
     def should_run_prompt_management(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         dynamic_callback_params: StandardCallbackDynamicParams,
     ) -> bool:
-        return True
+        return prompt_id is not None
 
     def _compile_prompt_helper(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
     ) -> PromptManagementClient:
+        if prompt_id is None:
+            raise ValueError("prompt_id is required for GitLab prompt manager")
+
         try:
             decoded_id = decode_prompt_id(prompt_id)
             if decoded_id not in self.prompt_manager.prompts:
@@ -505,6 +511,31 @@ class GitLabPromptManager(CustomPromptManagement):
         except Exception as e:
             raise ValueError(f"Error compiling prompt '{prompt_id}': {e}")
 
+    async def async_compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        """
+        Async version of compile prompt helper. Since GitLab operations use sync client,
+        this simply delegates to the sync version.
+        """
+        if prompt_id is None:
+            raise ValueError("prompt_id is required for GitLab prompt manager")
+
+        return self._compile_prompt_helper(
+            prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
     def get_chat_completion_prompt(
         self,
         model: str,
@@ -513,6 +544,7 @@ class GitLabPromptManager(CustomPromptManagement):
         prompt_id: Optional[str],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
         ignore_prompt_manager_model: Optional[bool] = False,
@@ -526,8 +558,41 @@ class GitLabPromptManager(CustomPromptManagement):
             prompt_id,
             prompt_variables,
             dynamic_callback_params,
-            prompt_label,
-            prompt_version,
+            prompt_spec=prompt_spec,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
+    async def async_get_chat_completion_prompt(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        litellm_logging_obj: Any,
+        prompt_spec: Optional[PromptSpec] = None,
+        tools: Optional[List[Dict]] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> Tuple[str, List[AllMessageValues], dict]:
+        """
+        Async version - delegates to PromptManagementBase async implementation.
+        """
+        return await PromptManagementBase.async_get_chat_completion_prompt(
+            self,
+            model,
+            messages,
+            non_default_params,
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            litellm_logging_obj=litellm_logging_obj,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_spec=prompt_spec,
+            tools=tools,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
         )
 
 
diff --git a/litellm/integrations/langfuse/langfuse_prompt_management.py b/litellm/integrations/langfuse/langfuse_prompt_management.py
index ebab9840036..8e562238cc7 100644
--- a/litellm/integrations/langfuse/langfuse_prompt_management.py
+++ b/litellm/integrations/langfuse/langfuse_prompt_management.py
@@ -13,6 +13,7 @@ from litellm.integrations.custom_logger import CustomLogger
 from litellm.integrations.prompt_management_base import PromptManagementClient
 from litellm.litellm_core_utils.asyncify import run_async_function
 from litellm.types.llms.openai import AllMessageValues, ChatCompletionSystemMessage
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import StandardCallbackDynamicParams, StandardLoggingPayload
 
 from ...litellm_core_utils.specialty_caches.dynamic_logging_cache import (
@@ -183,6 +184,7 @@ class LangfusePromptManagement(LangFuseLogger, PromptManagementBase, CustomLogge
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         litellm_logging_obj: LiteLLMLoggingObj,
+        prompt_spec: Optional[PromptSpec] = None,
         tools: Optional[List[Dict]] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
@@ -200,9 +202,12 @@ class LangfusePromptManagement(LangFuseLogger, PromptManagementBase, CustomLogge
 
     def should_run_prompt_management(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         dynamic_callback_params: StandardCallbackDynamicParams,
     ) -> bool:
+        if prompt_id is None:
+            return False
         langfuse_client = langfuse_client_init(
             langfuse_public_key=dynamic_callback_params.get("langfuse_public_key"),
             langfuse_secret=dynamic_callback_params.get("langfuse_secret"),
@@ -217,12 +222,16 @@ class LangfusePromptManagement(LangFuseLogger, PromptManagementBase, CustomLogge
 
     def _compile_prompt_helper(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
     ) -> PromptManagementClient:
+        if prompt_id is None:
+            raise ValueError("prompt_id is required for Langfuse prompt management")
+
         langfuse_client = langfuse_client_init(
             langfuse_public_key=dynamic_callback_params.get("langfuse_public_key"),
             langfuse_secret=dynamic_callback_params.get("langfuse_secret"),
@@ -257,6 +266,24 @@ class LangfusePromptManagement(LangFuseLogger, PromptManagementBase, CustomLogge
             completed_messages=None,
         )
 
+    async def async_compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        return self._compile_prompt_helper(
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_spec=prompt_spec,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
     def log_success_event(self, kwargs, response_obj, start_time, end_time):
         return run_async_function(
             self.async_log_success_event, kwargs, response_obj, start_time, end_time
diff --git a/litellm/integrations/opentelemetry.py b/litellm/integrations/opentelemetry.py
index 9f9d45d0e7d..c82a715ce4d 100644
--- a/litellm/integrations/opentelemetry.py
+++ b/litellm/integrations/opentelemetry.py
@@ -248,6 +248,9 @@ class OpenTelemetry(CustomLogger):
             self._operation_duration_histogram = None
             self._token_usage_histogram = None
             self._cost_histogram = None
+            self._time_to_first_token_histogram = None
+            self._time_per_output_token_histogram = None
+            self._response_duration_histogram = None
             return
 
         from opentelemetry import metrics
@@ -300,6 +303,21 @@ class OpenTelemetry(CustomLogger):
             description="GenAI request cost",
             unit="USD",
         )
+        self._time_to_first_token_histogram = meter.create_histogram(
+            name="gen_ai.client.response.time_to_first_token",
+            description="Time to first token for streaming requests",
+            unit="s",
+        )
+        self._time_per_output_token_histogram = meter.create_histogram(
+            name="gen_ai.client.response.time_per_output_token",
+            description="Average time per output token (generation time / completion tokens)",
+            unit="s",
+        )
+        self._response_duration_histogram = meter.create_histogram(
+            name="gen_ai.client.response.duration",
+            description="Total LLM API generation time (excludes LiteLLM overhead)",
+            unit="s",
+        )
 
     def _init_logs(self, logger_provider):
         # nothing to do if events disabled
@@ -612,8 +630,9 @@ class OpenTelemetry(CustomLogger):
         if self.config.enable_events:
             self._emit_semantic_logs(kwargs, response_obj, span)
 
-        # 6. End parent span
-        if parent_span is not None:
+        # 6. End parent span (only if it wasn't reused as the primary span)
+        # If parent_span was reused as the primary span, it was already ended in _start_primary_span
+        if parent_span is not None and parent_span is not span:
             parent_span.end(end_time=self._to_ns(datetime.now()))
 
     def _start_primary_span(
@@ -727,6 +746,152 @@ class OpenTelemetry(CustomLogger):
         if self._cost_histogram and cost:
             self._cost_histogram.record(cost, attributes=common_attrs)
 
+        # Record latency metrics (TTFT, TPOT, and Total Generation Time)
+        self._record_time_to_first_token_metric(kwargs, common_attrs)
+        self._record_time_per_output_token_metric(
+            kwargs, response_obj, end_time, duration_s, common_attrs
+        )
+        self._record_response_duration_metric(kwargs, end_time, common_attrs)
+
+    def _record_time_to_first_token_metric(self, kwargs: dict, common_attrs: dict):
+        """Record Time to First Token (TTFT) metric for streaming requests."""
+        optional_params = kwargs.get("optional_params", {})
+        is_streaming = optional_params.get("stream", False)
+        
+        if not (self._time_to_first_token_histogram and is_streaming):
+            return
+        
+        # Use api_call_start_time for precision (matches Prometheus implementation)
+        # This excludes LiteLLM overhead and measures pure LLM API latency
+        api_call_start_time = kwargs.get("api_call_start_time", None)
+        completion_start_time = kwargs.get("completion_start_time", None)
+        
+        if api_call_start_time is not None and completion_start_time is not None:
+            # Convert to timestamps if needed (handles both datetime and float)
+            if isinstance(api_call_start_time, datetime):
+                api_call_start_ts = api_call_start_time.timestamp()
+            else:
+                api_call_start_ts = api_call_start_time
+            
+            if isinstance(completion_start_time, datetime):
+                completion_start_ts = completion_start_time.timestamp()
+            else:
+                completion_start_ts = completion_start_time
+            
+            time_to_first_token_seconds = completion_start_ts - api_call_start_ts
+            self._time_to_first_token_histogram.record(
+                time_to_first_token_seconds, attributes=common_attrs
+            )
+
+    def _record_time_per_output_token_metric(
+        self,
+        kwargs: dict,
+        response_obj: Optional[Any],
+        end_time: datetime,
+        duration_s: float,
+        common_attrs: dict,
+    ):
+        """Record Time Per Output Token (TPOT) metric.
+        
+        Calculated as: generation_time / completion_tokens
+        - For streaming: uses end_time - completion_start_time (time to generate all tokens after first)
+        - For non-streaming: uses end_time - api_call_start_time (total generation time)
+        """
+        if not self._time_per_output_token_histogram:
+            return
+        
+        # Get completion tokens from response_obj
+        completion_tokens = None
+        if response_obj and (usage := response_obj.get("usage")):
+            completion_tokens = usage.get("completion_tokens")
+        
+        if completion_tokens is None or completion_tokens <= 0:
+            return
+        
+        # Calculate generation time
+        completion_start_time = kwargs.get("completion_start_time", None)
+        api_call_start_time = kwargs.get("api_call_start_time", None)
+        
+        # Convert end_time to timestamp
+        if isinstance(end_time, datetime):
+            end_time_ts = end_time.timestamp()
+        else:
+            end_time_ts = end_time
+        
+        if completion_start_time is not None:
+            # Streaming: use completion_start_time (when first token arrived)
+            # This measures time to generate all tokens after the first one
+            if isinstance(completion_start_time, datetime):
+                completion_start_ts = completion_start_time.timestamp()
+            else:
+                completion_start_ts = completion_start_time
+            
+            generation_time_seconds = end_time_ts - completion_start_ts
+        elif api_call_start_time is not None:
+            # Non-streaming: use api_call_start_time (total generation time)
+            if isinstance(api_call_start_time, datetime):
+                api_call_start_ts = api_call_start_time.timestamp()
+            else:
+                api_call_start_ts = api_call_start_time
+            
+            generation_time_seconds = end_time_ts - api_call_start_ts
+        else:
+            # Fallback: use duration_s (already calculated as (end_time - start_time).total_seconds())
+            generation_time_seconds = duration_s
+        
+        if generation_time_seconds > 0:
+            time_per_output_token_seconds = generation_time_seconds / completion_tokens
+            self._time_per_output_token_histogram.record(
+                time_per_output_token_seconds, attributes=common_attrs
+            )
+
+    def _record_response_duration_metric(
+        self,
+        kwargs: dict,
+        end_time: Union[datetime, float],
+        common_attrs: dict,
+    ):
+        """Record Total Generation Time (response duration) metric.
+        
+        Measures pure LLM API generation time: end_time - api_call_start_time
+        This excludes LiteLLM overhead and measures only the LLM provider's response time.
+        Works for both streaming and non-streaming requests.
+        
+        Mirrors Prometheus's litellm_llm_api_latency_metric.
+        Uses kwargs.get("end_time") with fallback to parameter for consistency with Prometheus.
+        """
+        if not self._response_duration_histogram:
+            return
+        
+        api_call_start_time = kwargs.get("api_call_start_time", None)
+        if api_call_start_time is None:
+            return
+        
+        # Use end_time from kwargs if available (matches Prometheus), otherwise use parameter
+        # For streaming: end_time is when the stream completes (final chunk received)
+        # For non-streaming: end_time is when the response is received
+        _end_time = kwargs.get("end_time") or end_time
+        if _end_time is None:
+            _end_time = datetime.now()
+        
+        # Convert to timestamps if needed (handles both datetime and float)
+        if isinstance(api_call_start_time, datetime):
+            api_call_start_ts = api_call_start_time.timestamp()
+        else:
+            api_call_start_ts = api_call_start_time
+        
+        if isinstance(_end_time, datetime):
+            end_time_ts = _end_time.timestamp()
+        else:
+            end_time_ts = _end_time
+        
+        response_duration_seconds = end_time_ts - api_call_start_ts
+        
+        if response_duration_seconds > 0:
+            self._response_duration_histogram.record(
+                response_duration_seconds, attributes=common_attrs
+            )
+
     def _emit_semantic_logs(self, kwargs, response_obj, span: Span):
         if not self.config.enable_events:
             return
@@ -1226,7 +1391,7 @@ class OpenTelemetry(CustomLogger):
                     value=usage.get("prompt_tokens"),
                 )
 
-            ########################################################################
+                ########################################################################
             ########## LLM Request Medssages / tools / content Attributes ###########
             #########################################################################
 
diff --git a/litellm/integrations/prompt_management_base.py b/litellm/integrations/prompt_management_base.py
index 90321ad0fa8..b32f78c0dea 100644
--- a/litellm/integrations/prompt_management_base.py
+++ b/litellm/integrations/prompt_management_base.py
@@ -1,14 +1,18 @@
 from abc import ABC, abstractmethod
 from typing import Any, Dict, List, Optional, Tuple
 
-from typing_extensions import TypedDict
+from typing_extensions import TYPE_CHECKING, TypedDict
 
 from litellm.types.llms.openai import AllMessageValues
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.utils import StandardCallbackDynamicParams
 
+if TYPE_CHECKING:
+    from litellm.litellm_core_utils.litellm_logging import Logging as LiteLLMLoggingObj
+
 
 class PromptManagementClient(TypedDict):
-    prompt_id: str
+    prompt_id: Optional[str]
     prompt_template: List[AllMessageValues]
     prompt_template_model: Optional[str]
     prompt_template_optional_params: Optional[Dict[str, Any]]
@@ -24,7 +28,8 @@ class PromptManagementBase(ABC):
     @abstractmethod
     def should_run_prompt_management(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         dynamic_callback_params: StandardCallbackDynamicParams,
     ) -> bool:
         pass
@@ -32,7 +37,8 @@ class PromptManagementBase(ABC):
     @abstractmethod
     def _compile_prompt_helper(
         self,
-        prompt_id: str,
+        prompt_id: Optional[str],
+        prompt_spec: Optional[PromptSpec],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
         prompt_label: Optional[str] = None,
@@ -40,6 +46,18 @@ class PromptManagementBase(ABC):
     ) -> PromptManagementClient:
         pass
 
+    @abstractmethod
+    async def async_compile_prompt_helper(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        pass
+
     def merge_messages(
         self,
         prompt_template: List[AllMessageValues],
@@ -55,10 +73,41 @@ class PromptManagementBase(ABC):
         dynamic_callback_params: StandardCallbackDynamicParams,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
+        prompt_spec: Optional[PromptSpec] = None,
     ) -> PromptManagementClient:
 
         compiled_prompt_client = self._compile_prompt_helper(
             prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
+            prompt_variables=prompt_variables,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
+
+        try:
+            messages = compiled_prompt_client["prompt_template"] + client_messages
+        except Exception as e:
+            raise ValueError(
+                f"Error compiling prompt: {e}. Prompt id={prompt_id}, prompt_variables={prompt_variables}, client_messages={client_messages}, dynamic_callback_params={dynamic_callback_params}"
+            )
+
+        compiled_prompt_client["completed_messages"] = messages
+        return compiled_prompt_client
+
+    async def async_compile_prompt(
+        self,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        client_messages: List[AllMessageValues],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+    ) -> PromptManagementClient:
+        compiled_prompt_client = await self.async_compile_prompt_helper(
+            prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
             prompt_variables=prompt_variables,
             dynamic_callback_params=dynamic_callback_params,
             prompt_label=prompt_label,
@@ -83,6 +132,39 @@ class PromptManagementBase(ABC):
         else:
             return model.replace("{}/".format(self.integration_name), "")
 
+    def post_compile_prompt_processing(
+        self,
+        prompt_template: PromptManagementClient,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        model: str,
+        ignore_prompt_manager_model: Optional[bool] = False,
+        ignore_prompt_manager_optional_params: Optional[bool] = False,
+    ):
+        completed_messages = prompt_template["completed_messages"] or messages
+
+        prompt_template_optional_params = (
+            prompt_template["prompt_template_optional_params"] or {}
+        )
+
+        updated_non_default_params = {
+            **non_default_params,
+            **(
+                prompt_template_optional_params
+                if not ignore_prompt_manager_optional_params
+                else {}
+            ),
+        }
+
+        if not ignore_prompt_manager_model:
+            model = self._get_model_from_prompt(
+                prompt_management_client=prompt_template, model=model
+            )
+        else:
+            model = model
+
+        return model, completed_messages, updated_non_default_params
+
     def get_chat_completion_prompt(
         self,
         model: str,
@@ -91,6 +173,7 @@ class PromptManagementBase(ABC):
         prompt_id: Optional[str],
         prompt_variables: Optional[dict],
         dynamic_callback_params: StandardCallbackDynamicParams,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
         ignore_prompt_manager_model: Optional[bool] = False,
@@ -100,7 +183,9 @@ class PromptManagementBase(ABC):
         if prompt_id is None:
             raise ValueError("prompt_id is required for Prompt Management Base class")
         if not self.should_run_prompt_management(
-            prompt_id=prompt_id, dynamic_callback_params=dynamic_callback_params
+            prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
+            dynamic_callback_params=dynamic_callback_params,
         ):
             return model, messages, non_default_params
 
@@ -113,26 +198,53 @@ class PromptManagementBase(ABC):
             prompt_version=prompt_version,
         )
 
-        completed_messages = prompt_template["completed_messages"] or messages
-
-        prompt_template_optional_params = (
-            prompt_template["prompt_template_optional_params"] or {}
+        return self.post_compile_prompt_processing(
+            prompt_template=prompt_template,
+            messages=messages,
+            non_default_params=non_default_params,
+            model=model,
+            ignore_prompt_manager_model=ignore_prompt_manager_model,
+            ignore_prompt_manager_optional_params=ignore_prompt_manager_optional_params,
         )
 
-        if not ignore_prompt_manager_optional_params:
-            updated_non_default_params = {
-                **non_default_params,
-                **prompt_template_optional_params,
-            }
-        else:
-            updated_non_default_params = non_default_params
+    async def async_get_chat_completion_prompt(
+        self,
+        model: str,
+        messages: List[AllMessageValues],
+        non_default_params: dict,
+        prompt_id: Optional[str],
+        prompt_variables: Optional[dict],
+        dynamic_callback_params: StandardCallbackDynamicParams,
+        litellm_logging_obj: "LiteLLMLoggingObj",
+        prompt_spec: Optional[PromptSpec] = None,
+        tools: Optional[List[Dict]] = None,
+        prompt_label: Optional[str] = None,
+        prompt_version: Optional[int] = None,
+        ignore_prompt_manager_model: Optional[bool] = False,
+        ignore_prompt_manager_optional_params: Optional[bool] = False,
+    ) -> Tuple[str, List[AllMessageValues], dict]:
+        if not self.should_run_prompt_management(
+            prompt_id=prompt_id,
+            prompt_spec=prompt_spec,
+            dynamic_callback_params=dynamic_callback_params,
+        ):
+            return model, messages, non_default_params
 
-        if not ignore_prompt_manager_model:
-            model = self._get_model_from_prompt(
-                prompt_management_client=prompt_template, model=model
-            )
-        else:
-            model = model
+        prompt_template = await self.async_compile_prompt(
+            prompt_id=prompt_id,
+            prompt_variables=prompt_variables,
+            client_messages=messages,
+            dynamic_callback_params=dynamic_callback_params,
+            prompt_spec=prompt_spec,
+            prompt_label=prompt_label,
+            prompt_version=prompt_version,
+        )
 
-
-        return model, completed_messages, updated_non_default_params
+        return self.post_compile_prompt_processing(
+            prompt_template=prompt_template,
+            messages=messages,
+            non_default_params=non_default_params,
+            model=model,
+            ignore_prompt_manager_model=ignore_prompt_manager_model,
+            ignore_prompt_manager_optional_params=ignore_prompt_manager_optional_params,
+        )
diff --git a/litellm/litellm_core_utils/litellm_logging.py b/litellm/litellm_core_utils/litellm_logging.py
index e1277138456..f2f6a785969 100644
--- a/litellm/litellm_core_utils/litellm_logging.py
+++ b/litellm/litellm_core_utils/litellm_logging.py
@@ -85,6 +85,7 @@ from litellm.types.llms.openai import (
     ResponsesAPIResponse,
 )
 from litellm.types.mcp import MCPPostCallResponseObject
+from litellm.types.prompts.init_prompts import PromptSpec
 from litellm.types.rerank import RerankResponse
 from litellm.types.utils import (
     CachingDetails,
@@ -265,6 +266,7 @@ def _get_cached_prometheus_logger():
     global _PrometheusLogger
     if _PrometheusLogger is None:
         from litellm.integrations.prometheus import PrometheusLogger
+
         _PrometheusLogger = PrometheusLogger
     return _PrometheusLogger
 
@@ -601,8 +603,9 @@ class Logging(LiteLLMLoggingBaseClass):
         model: str,
         messages: List[AllMessageValues],
         non_default_params: Dict,
-        prompt_id: Optional[str],
         prompt_variables: Optional[dict],
+        prompt_id: Optional[str] = None,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_management_logger: Optional[CustomLogger] = None,
         prompt_label: Optional[str] = None,
         prompt_version: Optional[int] = None,
@@ -613,6 +616,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 model=model,
                 non_default_params=non_default_params,
                 prompt_id=prompt_id,
+                prompt_spec=prompt_spec,
                 dynamic_callback_params=self.standard_callback_dynamic_params,
             )
         )
@@ -627,6 +631,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 messages=messages,
                 non_default_params=non_default_params or {},
                 prompt_id=prompt_id,
+                prompt_spec=prompt_spec,
                 prompt_variables=prompt_variables,
                 dynamic_callback_params=self.standard_callback_dynamic_params,
                 prompt_label=prompt_label,
@@ -640,8 +645,9 @@ class Logging(LiteLLMLoggingBaseClass):
         model: str,
         messages: List[AllMessageValues],
         non_default_params: Dict,
-        prompt_id: Optional[str],
         prompt_variables: Optional[dict],
+        prompt_id: Optional[str] = None,
+        prompt_spec: Optional[PromptSpec] = None,
         prompt_management_logger: Optional[CustomLogger] = None,
         tools: Optional[List[Dict]] = None,
         prompt_label: Optional[str] = None,
@@ -654,6 +660,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 tools=tools,
                 non_default_params=non_default_params,
                 prompt_id=prompt_id,
+                prompt_spec=prompt_spec,
                 dynamic_callback_params=self.standard_callback_dynamic_params,
             )
         )
@@ -668,6 +675,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 messages=messages,
                 non_default_params=non_default_params or {},
                 prompt_id=prompt_id,
+                prompt_spec=prompt_spec,
                 prompt_variables=prompt_variables,
                 dynamic_callback_params=self.standard_callback_dynamic_params,
                 litellm_logging_obj=self,
@@ -681,6 +689,7 @@ class Logging(LiteLLMLoggingBaseClass):
     def _auto_detect_prompt_management_logger(
         self,
         prompt_id: str,
+        prompt_spec: Optional[PromptSpec],
         dynamic_callback_params: StandardCallbackDynamicParams,
     ) -> Optional[CustomLogger]:
         """
@@ -706,6 +715,7 @@ class Logging(LiteLLMLoggingBaseClass):
                 try:
                     if logger.should_run_prompt_management(
                         prompt_id=prompt_id,
+                        prompt_spec=prompt_spec,
                         dynamic_callback_params=dynamic_callback_params,
                     ):
                         self.model_call_details["prompt_integration"] = (
@@ -724,6 +734,7 @@ class Logging(LiteLLMLoggingBaseClass):
         non_default_params: Dict,
         tools: Optional[List[Dict]] = None,
         prompt_id: Optional[str] = None,
+        prompt_spec: Optional[PromptSpec] = None,
         dynamic_callback_params: Optional[StandardCallbackDynamicParams] = None,
     ) -> Optional[CustomLogger]:
         """
@@ -756,6 +767,7 @@ class Logging(LiteLLMLoggingBaseClass):
         if prompt_id and dynamic_callback_params is not None:
             auto_detected_logger = self._auto_detect_prompt_management_logger(
                 prompt_id=prompt_id,
+                prompt_spec=prompt_spec,
                 dynamic_callback_params=dynamic_callback_params,
             )
             if auto_detected_logger is not None:
@@ -3516,7 +3528,7 @@ def _init_custom_logger_compatible_class(  # noqa: PLR0915
             return _literalai_logger  # type: ignore
         elif logging_integration == "prometheus":
             PrometheusLogger = _get_cached_prometheus_logger()
-            
+
             for callback in _in_memory_loggers:
                 if isinstance(callback, PrometheusLogger):
                     return callback  # type: ignore
@@ -3835,9 +3847,7 @@ def _init_custom_logger_compatible_class(  # noqa: PLR0915
             _in_memory_loggers.append(_otel_logger)
             return _otel_logger  # type: ignore
         elif logging_integration == "weave_otel":
-            from litellm.integrations.opentelemetry import (
-                OpenTelemetryConfig,
-            )
+            from litellm.integrations.opentelemetry import OpenTelemetryConfig
             from litellm.integrations.weave.weave_otel import (
                 WeaveOtelLogger,
                 get_weave_otel_config,
diff --git a/litellm/llms/base_llm/files/azure_blob_storage_backend.py b/litellm/llms/base_llm/files/azure_blob_storage_backend.py
new file mode 100644
index 00000000000..db3aa50d89a
--- /dev/null
+++ b/litellm/llms/base_llm/files/azure_blob_storage_backend.py
@@ -0,0 +1,312 @@
+"""
+Azure Blob Storage backend implementation for file storage.
+
+This module implements the Azure Blob Storage backend for storing files
+in Azure Data Lake Storage Gen2. It inherits from AzureBlobStorageLogger
+to reuse all authentication and Azure Storage operations.
+"""
+
+import time
+from typing import Optional
+from urllib.parse import quote
+
+from litellm._logging import verbose_logger
+from litellm._uuid import uuid
+
+from .storage_backend import BaseFileStorageBackend
+from litellm.integrations.azure_storage.azure_storage import AzureBlobStorageLogger
+
+
+class AzureBlobStorageBackend(BaseFileStorageBackend, AzureBlobStorageLogger):
+    """
+    Azure Blob Storage backend implementation.
+    
+    Inherits from AzureBlobStorageLogger to reuse:
+    - Authentication (account key and Azure AD)
+    - Service client management
+    - Token management
+    - All Azure Storage helper methods
+    
+    Reads configuration from the same environment variables as AzureBlobStorageLogger.
+    """
+
+    def __init__(self, **kwargs):
+        """
+        Initialize Azure Blob Storage backend.
+        
+        Inherits all functionality from AzureBlobStorageLogger which handles:
+        - Reading environment variables
+        - Authentication (account key and Azure AD)
+        - Service client management
+        - Token management
+        
+        Environment variables (same as AzureBlobStorageLogger):
+        - AZURE_STORAGE_ACCOUNT_NAME (required)
+        - AZURE_STORAGE_FILE_SYSTEM (required)
+        - AZURE_STORAGE_ACCOUNT_KEY (optional, if using account key auth)
+        - AZURE_STORAGE_TENANT_ID (optional, if using Azure AD)
+        - AZURE_STORAGE_CLIENT_ID (optional, if using Azure AD)
+        - AZURE_STORAGE_CLIENT_SECRET (optional, if using Azure AD)
+        
+        Note: We skip periodic_flush since we're not using this as a logger.
+        """
+        # Initialize AzureBlobStorageLogger (handles all auth and config)
+        AzureBlobStorageLogger.__init__(self, **kwargs)
+        
+        # Disable logging functionality - we're only using this for file storage
+        # The periodic_flush task will be created but will do nothing since we override it
+
+    async def periodic_flush(self):
+        """
+        Override to do nothing - we're not using this as a logger.
+        This prevents the periodic flush task from doing any work.
+        """
+        # Do nothing - this class is used for file storage, not logging
+        return
+
+    async def async_log_success_event(self, *args, **kwargs):
+        """
+        Override to do nothing - we're not using this as a logger.
+        """
+        # Do nothing - this class is used for file storage, not logging
+        pass
+
+    async def async_log_failure_event(self, *args, **kwargs):
+        """
+        Override to do nothing - we're not using this as a logger.
+        """
+        # Do nothing - this class is used for file storage, not logging
+        pass
+
+    def _generate_file_name(
+        self, original_filename: str, file_naming_strategy: str
+    ) -> str:
+        """Generate file name based on naming strategy."""
+        if file_naming_strategy == "original_filename":
+            # Use original filename, but sanitize it
+            return quote(original_filename, safe="")
+        elif file_naming_strategy == "timestamp":
+            # Use timestamp
+            extension = original_filename.split(".")[-1] if "." in original_filename else ""
+            timestamp = int(time.time() * 1000)  # milliseconds
+            return f"{timestamp}.{extension}" if extension else str(timestamp)
+        else:  # default to "uuid"
+            # Use UUID
+            extension = original_filename.split(".")[-1] if "." in original_filename else ""
+            file_uuid = str(uuid.uuid4())
+            return f"{file_uuid}.{extension}" if extension else file_uuid
+
+    async def upload_file(
+        self,
+        file_content: bytes,
+        filename: str,
+        content_type: str,
+        path_prefix: Optional[str] = None,
+        file_naming_strategy: str = "uuid",
+    ) -> str:
+        """
+        Upload a file to Azure Blob Storage.
+        
+        Returns the blob URL in format: https://{account}.blob.core.windows.net/{container}/{path}
+        """
+        try:
+            # Generate file name
+            file_name = self._generate_file_name(filename, file_naming_strategy)
+            
+            # Build full path
+            if path_prefix:
+                # Remove leading/trailing slashes and normalize
+                prefix = path_prefix.strip("/")
+                full_path = f"{prefix}/{file_name}"
+            else:
+                full_path = file_name
+
+            if self.azure_storage_account_key:
+                # Use Azure SDK with account key (reuse logger's method)
+                storage_url = await self._upload_file_with_account_key(
+                    file_content=file_content,
+                    full_path=full_path,
+                )
+            else:
+                # Use REST API with Azure AD token (reuse logger's methods)
+                storage_url = await self._upload_file_with_azure_ad(
+                    file_content=file_content,
+                    full_path=full_path,
+                )
+
+            verbose_logger.debug(
+                f"Successfully uploaded file to Azure Blob Storage: {storage_url}"
+            )
+            return storage_url
+
+        except Exception as e:
+            verbose_logger.exception(f"Error uploading file to Azure Blob Storage: {str(e)}")
+            raise
+
+    async def _upload_file_with_account_key(
+        self, file_content: bytes, full_path: str
+    ) -> str:
+        """Upload file using Azure SDK with account key authentication."""
+        # Reuse the logger's service client method
+        service_client = await self.get_service_client()
+        file_system_client = service_client.get_file_system_client(
+            file_system=self.azure_storage_file_system
+        )
+
+        # Create filesystem (container) if it doesn't exist
+        if not await file_system_client.exists():
+            await file_system_client.create_file_system()
+            verbose_logger.debug(f"Created filesystem: {self.azure_storage_file_system}")
+
+        # Extract directory and filename (similar to logger's pattern)
+        path_parts = full_path.split("/")
+        if len(path_parts) > 1:
+            directory_path = "/".join(path_parts[:-1])
+            file_name = path_parts[-1]
+            
+            # Create directory if needed (like logger does)
+            directory_client = file_system_client.get_directory_client(directory_path)
+            if not await directory_client.exists():
+                await directory_client.create_directory()
+                verbose_logger.debug(f"Created directory: {directory_path}")
+            
+            # Get file client from directory (same pattern as logger)
+            file_client = directory_client.get_file_client(file_name)
+        else:
+            # No directory, create file directly in root
+            file_client = file_system_client.get_file_client(full_path)
+
+        # Create, append, and flush (same pattern as logger's upload_to_azure_data_lake_with_azure_account_key)
+        await file_client.create_file()
+        await file_client.append_data(data=file_content, offset=0, length=len(file_content))
+        await file_client.flush_data(position=len(file_content), offset=0)
+
+        # Return blob URL (not DFS URL)
+        blob_url = f"https://{self.azure_storage_account_name}.blob.core.windows.net/{self.azure_storage_file_system}/{full_path}"
+        return blob_url
+
+    async def _upload_file_with_azure_ad(
+        self, file_content: bytes, full_path: str
+    ) -> str:
+        """Upload file using REST API with Azure AD authentication."""
+        # Reuse the logger's token management
+        await self.set_valid_azure_ad_token()
+        
+        from litellm.llms.custom_httpx.http_handler import (
+            get_async_httpx_client,
+            httpxSpecialProvider,
+        )
+        
+        async_client = get_async_httpx_client(
+            llm_provider=httpxSpecialProvider.LoggingCallback
+        )
+
+        # Use DFS endpoint for upload
+        base_url = f"https://{self.azure_storage_account_name}.dfs.core.windows.net/{self.azure_storage_file_system}/{full_path}"
+
+        # Execute 3-step upload process: create, append, flush
+        # Reuse the logger's helper methods
+        await self._create_file(async_client, base_url)
+        # Append data - logger's _append_data expects string, so we create our own for bytes
+        await self._append_data_bytes(async_client, base_url, file_content)
+        await self._flush_data(async_client, base_url, len(file_content))
+
+        # Return blob URL (not DFS URL)
+        blob_url = f"https://{self.azure_storage_account_name}.blob.core.windows.net/{self.azure_storage_file_system}/{full_path}"
+        return blob_url
+
+    async def _append_data_bytes(
+        self, client, base_url: str, file_content: bytes
+    ):
+        """Append binary data to file using REST API."""
+        from litellm.constants import AZURE_STORAGE_MSFT_VERSION
+        
+        headers = {
+            "x-ms-version": AZURE_STORAGE_MSFT_VERSION,
+            "Content-Type": "application/octet-stream",
+            "Authorization": f"Bearer {self.azure_auth_token}",
+        }
+        response = await client.patch(
+            f"{base_url}?action=append&position=0",
+            headers=headers,
+            content=file_content,
+        )
+        response.raise_for_status()
+
+    async def download_file(self, storage_url: str) -> bytes:
+        """
+        Download a file from Azure Blob Storage.
+        
+        Args:
+            storage_url: Blob URL in format: https://{account}.blob.core.windows.net/{container}/{path}
+        
+        Returns:
+            bytes: File content
+        """
+        try:
+            # Parse blob URL to extract path
+            # URL format: https://{account}.blob.core.windows.net/{container}/{path}
+            if ".blob.core.windows.net/" not in storage_url:
+                raise ValueError(f"Invalid Azure Blob Storage URL: {storage_url}")
+
+            # Extract path after container name
+            container_and_path = storage_url.split(".blob.core.windows.net/", 1)[1]
+            path_parts = container_and_path.split("/", 1)
+            if len(path_parts) < 2:
+                raise ValueError(f"Invalid Azure Blob Storage URL format: {storage_url}")
+            file_path = path_parts[1]  # Path after container name
+
+            if self.azure_storage_account_key:
+                # Use Azure SDK (reuse logger's service client)
+                return await self._download_file_with_account_key(file_path)
+            else:
+                # Use REST API (reuse logger's token management)
+                return await self._download_file_with_azure_ad(file_path)
+
+        except Exception as e:
+            verbose_logger.exception(f"Error downloading file from Azure Blob Storage: {str(e)}")
+            raise
+
+    async def _download_file_with_account_key(self, file_path: str) -> bytes:
+        """Download file using Azure SDK with account key."""
+        # Reuse the logger's service client method
+        service_client = await self.get_service_client()
+        file_system_client = service_client.get_file_system_client(
+            file_system=self.azure_storage_file_system
+        )
+        # Ensure filesystem exists (should already exist, but check for safety)
+        if not await file_system_client.exists():
+            raise ValueError(f"Filesystem {self.azure_storage_file_system} does not exist")
+        file_client = file_system_client.get_file_client(file_path)
+        # Download file
+        download_response = await file_client.download_file()
+        file_content = await download_response.readall()
+        return file_content
+
+    async def _download_file_with_azure_ad(self, file_path: str) -> bytes:
+        """Download file using REST API with Azure AD token."""
+        # Reuse the logger's token management
+        await self.set_valid_azure_ad_token()
+        
+        from litellm.llms.custom_httpx.http_handler import (
+            get_async_httpx_client,
+            httpxSpecialProvider,
+        )
+        from litellm.constants import AZURE_STORAGE_MSFT_VERSION
+
+        async_client = get_async_httpx_client(
+            llm_provider=httpxSpecialProvider.LoggingCallback
+        )
+
+        # Use blob endpoint for download (simpler than DFS)
+        blob_url = f"https://{self.azure_storage_account_name}.blob.core.windows.net/{self.azure_storage_file_system}/{file_path}"
+        
+        headers = {
+            "x-ms-version": AZURE_STORAGE_MSFT_VERSION,
+            "Authorization": f"Bearer {self.azure_auth_token}",
+        }
+        
+        response = await async_client.get(blob_url, headers=headers)
+        response.raise_for_status()
+        return response.content
+
diff --git a/litellm/llms/base_llm/files/storage_backend.py b/litellm/llms/base_llm/files/storage_backend.py
new file mode 100644
index 00000000000..d9570452950
--- /dev/null
+++ b/litellm/llms/base_llm/files/storage_backend.py
@@ -0,0 +1,79 @@
+"""
+Base storage backend interface for file storage backends.
+
+This module defines the abstract base class that all file storage backends
+(e.g., Azure Blob Storage, S3, GCS) must implement.
+"""
+
+from abc import ABC, abstractmethod
+from typing import Optional
+
+
+class BaseFileStorageBackend(ABC):
+    """
+    Abstract base class for file storage backends.
+    
+    All storage backends (Azure Blob Storage, S3, GCS, etc.) must implement
+    these methods to provide a consistent interface for file operations.
+    """
+
+    @abstractmethod
+    async def upload_file(
+        self,
+        file_content: bytes,
+        filename: str,
+        content_type: str,
+        path_prefix: Optional[str] = None,
+        file_naming_strategy: str = "uuid",
+    ) -> str:
+        """
+        Upload a file to the storage backend.
+        
+        Args:
+            file_content: The file content as bytes
+            filename: Original filename (may be used for naming strategy)
+            content_type: MIME type of the file
+            path_prefix: Optional path prefix for organizing files
+            file_naming_strategy: Strategy for naming files ("uuid", "timestamp", "original_filename")
+        
+        Returns:
+            str: The storage URL where the file can be accessed/downloaded
+        
+        Raises:
+            Exception: If upload fails
+        """
+        pass
+
+    @abstractmethod
+    async def download_file(self, storage_url: str) -> bytes:
+        """
+        Download a file from the storage backend.
+        
+        Args:
+            storage_url: The storage URL returned from upload_file
+        
+        Returns:
+            bytes: The file content
+        
+        Raises:
+            Exception: If download fails
+        """
+        pass
+
+    async def delete_file(self, storage_url: str) -> None:
+        """
+        Delete a file from the storage backend.
+        
+        This is optional and can be overridden by backends that support deletion.
+        Default implementation does nothing.
+        
+        Args:
+            storage_url: The storage URL of the file to delete
+        
+        Raises:
+            Exception: If deletion fails
+        """
+        # Default implementation: no-op
+        # Backends can override if they support deletion
+        pass
+
diff --git a/litellm/llms/base_llm/files/storage_backend_factory.py b/litellm/llms/base_llm/files/storage_backend_factory.py
new file mode 100644
index 00000000000..1685f3fbd26
--- /dev/null
+++ b/litellm/llms/base_llm/files/storage_backend_factory.py
@@ -0,0 +1,41 @@
+"""
+Factory for creating storage backend instances.
+
+This module provides a factory function to instantiate the correct storage backend
+based on the backend type. Backends use the same configuration as their corresponding
+callbacks (e.g., azure_storage uses the same env vars as AzureBlobStorageLogger).
+"""
+
+from litellm._logging import verbose_logger
+
+from .azure_blob_storage_backend import AzureBlobStorageBackend
+from .storage_backend import BaseFileStorageBackend
+
+
+def get_storage_backend(backend_type: str) -> BaseFileStorageBackend:
+    """
+    Factory function to create a storage backend instance.
+    
+    Backends are configured using the same environment variables as their
+    corresponding callbacks. For example, "azure_storage" uses the same
+    env vars as AzureBlobStorageLogger.
+    
+    Args:
+        backend_type: Backend type identifier (e.g., "azure_storage")
+    
+    Returns:
+        BaseFileStorageBackend: Instance of the appropriate storage backend
+    
+    Raises:
+        ValueError: If backend_type is not supported
+    """
+    verbose_logger.debug(f"Creating storage backend: type={backend_type}")
+    
+    if backend_type == "azure_storage":
+        return AzureBlobStorageBackend()
+    else:
+        raise ValueError(
+            f"Unsupported storage backend type: {backend_type}. "
+            f"Supported types: azure_storage"
+        )
+
diff --git a/litellm/llms/bedrock/chat/agentcore/sse_iterator.py b/litellm/llms/bedrock/chat/agentcore/sse_iterator.py
index e0da4fcd44f..90c5ada769f 100644
--- a/litellm/llms/bedrock/chat/agentcore/sse_iterator.py
+++ b/litellm/llms/bedrock/chat/agentcore/sse_iterator.py
@@ -5,7 +5,7 @@ Handles Server-Sent Events (SSE) streaming responses from AgentCore.
 """
 
 import json
-from typing import TYPE_CHECKING
+from typing import TYPE_CHECKING, Any, Optional
 
 import httpx
 
@@ -19,262 +19,234 @@ if TYPE_CHECKING:
 
 
 class AgentCoreSSEStreamIterator:
-    """Iterator for AgentCore SSE streaming responses. Supports both sync and async iteration."""
+    """
+    Iterator for AgentCore SSE streaming responses.
+    Supports both sync and async iteration.
+
+    CRITICAL: The line iterators are created lazily on first access and reused.
+    We must NOT create new iterators in __aiter__/__iter__ because
+    CustomStreamWrapper calls __aiter__ on every call to its __anext__,
+    which would create new iterators and cause StreamConsumed errors.
+    """
 
     def __init__(self, response: httpx.Response, model: str):
         self.response = response
         self.model = model
         self.finished = False
-        self.line_iterator = None
-        self.async_line_iterator = None
+        self._sync_iter: Any = None
+        self._async_iter: Any = None
+        self._sync_iter_initialized = False
+        self._async_iter_initialized = False
 
     def __iter__(self):
-        """Initialize sync iteration."""
-        self.line_iterator = self.response.iter_lines()
+        """Initialize sync iteration - create iterator lazily on first call only."""
+        if not self._sync_iter_initialized:
+            self._sync_iter = iter(self.response.iter_lines())
+            self._sync_iter_initialized = True
         return self
 
     def __aiter__(self):
-        """Initialize async iteration."""
-        self.async_line_iterator = self.response.aiter_lines()
+        """Initialize async iteration - create iterator lazily on first call only."""
+        if not self._async_iter_initialized:
+            self._async_iter = self.response.aiter_lines().__aiter__()
+            self._async_iter_initialized = True
         return self
 
-    def __next__(self) -> ModelResponse:
-        """Sync iteration - parse SSE events and yield ModelResponse chunks."""
+    def _parse_sse_line(self, line: str) -> Optional[ModelResponse]:
+        """
+        Parse a single SSE line and return a ModelResponse chunk if applicable.
+
+        AgentCore SSE format:
+        - data: {"event": {"contentBlockDelta": {"delta": {"text": "..."}}}}
+        - data: {"event": {"metadata": {"usage": {...}}}}
+        - data: {"message": {...}}
+        """
+        line = line.strip()
+        if not line or not line.startswith("data:"):
+            return None
+
+        json_str = line[5:].strip()
+        if not json_str:
+            return None
+
         try:
-            if self.line_iterator is None:
+            data = json.loads(json_str)
+
+            # Skip non-dict data (some lines contain Python repr strings)
+            if not isinstance(data, dict):
+                return None
+
+            # Process content delta events
+            if "event" in data and isinstance(data["event"], dict):
+                event_payload = data["event"]
+                content_block_delta = event_payload.get("contentBlockDelta")
+
+                if content_block_delta:
+                    delta = content_block_delta.get("delta", {})
+                    text = delta.get("text", "")
+
+                    if text:
+                        # Return chunk with text
+                        chunk = ModelResponse(
+                            id=f"chatcmpl-{uuid.uuid4()}",
+                            created=0,
+                            model=self.model,
+                            object="chat.completion.chunk",
+                        )
+
+                        chunk.choices = [
+                            StreamingChoices(
+                                finish_reason=None,
+                                index=0,
+                                delta=Delta(content=text, role="assistant"),
+                            )
+                        ]
+
+                        return chunk
+
+                # Check for metadata/usage - this signals the end
+                metadata = event_payload.get("metadata")
+                if metadata and "usage" in metadata:
+                    chunk = ModelResponse(
+                        id=f"chatcmpl-{uuid.uuid4()}",
+                        created=0,
+                        model=self.model,
+                        object="chat.completion.chunk",
+                    )
+
+                    chunk.choices = [
+                        StreamingChoices(
+                            finish_reason="stop",
+                            index=0,
+                            delta=Delta(),
+                        )
+                    ]
+
+                    usage_data: AgentCoreUsage = metadata["usage"]  # type: ignore
+                    setattr(
+                        chunk,
+                        "usage",
+                        Usage(
+                            prompt_tokens=usage_data.get("inputTokens", 0),
+                            completion_tokens=usage_data.get("outputTokens", 0),
+                            total_tokens=usage_data.get("totalTokens", 0),
+                        ),
+                    )
+
+                    self.finished = True
+                    return chunk
+
+            # Check for final message (alternative finish signal)
+            if "message" in data and isinstance(data["message"], dict):
+                if not self.finished:
+                    chunk = ModelResponse(
+                        id=f"chatcmpl-{uuid.uuid4()}",
+                        created=0,
+                        model=self.model,
+                        object="chat.completion.chunk",
+                    )
+
+                    chunk.choices = [
+                        StreamingChoices(
+                            finish_reason="stop",
+                            index=0,
+                            delta=Delta(),
+                        )
+                    ]
+
+                    self.finished = True
+                    return chunk
+
+        except json.JSONDecodeError:
+            verbose_logger.debug(f"Skipping non-JSON SSE line: {line[:100]}")
+
+        return None
+
+    def _create_final_chunk(self) -> ModelResponse:
+        """Create a final chunk to signal stream completion."""
+        chunk = ModelResponse(
+            id=f"chatcmpl-{uuid.uuid4()}",
+            created=0,
+            model=self.model,
+            object="chat.completion.chunk",
+        )
+
+        chunk.choices = [
+            StreamingChoices(
+                finish_reason="stop",
+                index=0,
+                delta=Delta(),
+            )
+        ]
+
+        return chunk
+
+    def __next__(self) -> ModelResponse:
+        """
+        Sync iteration - parse SSE events and yield ModelResponse chunks.
+        
+        Uses next() on the stored iterator to properly resume between calls.
+        """
+        try:
+            if self._sync_iter is None:
                 raise StopIteration
-            for line in self.line_iterator:
-                line = line.strip()
-                
-                if not line or not line.startswith('data:'):
-                    continue
-                
-                # Extract JSON from SSE line
-                json_str = line[5:].strip()
-                if not json_str:
-                    continue
-                
+
+            # Keep getting lines until we have a result to return
+            while True:
                 try:
-                    data = json.loads(json_str)
-                    
-                    # Skip non-dict data
-                    if not isinstance(data, dict):
-                        continue
-                    
-                    # Process content delta events
-                    if "event" in data and isinstance(data["event"], dict):
-                        event_payload = data["event"]
-                        content_block_delta = event_payload.get("contentBlockDelta")
-                        
-                        if content_block_delta:
-                            delta = content_block_delta.get("delta", {})
-                            text = delta.get("text", "")
-                            
-                            if text:
-                                # Yield chunk with text
-                                chunk = ModelResponse(
-                                    id=f"chatcmpl-{uuid.uuid4()}",
-                                    created=0,
-                                    model=self.model,
-                                    object="chat.completion.chunk",
-                                )
-                                
-                                chunk.choices = [
-                                    StreamingChoices(
-                                        finish_reason=None,
-                                        index=0,
-                                        delta=Delta(content=text, role="assistant"),
-                                    )
-                                ]
-                                
-                                return chunk
-                        
-                        # Check for metadata/usage
-                        metadata = event_payload.get("metadata")
-                        if metadata and "usage" in metadata:
-                            # This is the final chunk with usage
-                            chunk = ModelResponse(
-                                id=f"chatcmpl-{uuid.uuid4()}",
-                                created=0,
-                                model=self.model,
-                                object="chat.completion.chunk",
-                            )
-                            
-                            chunk.choices = [
-                                StreamingChoices(
-                                    finish_reason="stop",
-                                    index=0,
-                                    delta=Delta(),
-                                )
-                            ]
-                            
-                            usage_data: AgentCoreUsage = metadata["usage"]  # type: ignore
-                            setattr(chunk, "usage", Usage(
-                                prompt_tokens=usage_data.get("inputTokens", 0),
-                                completion_tokens=usage_data.get("outputTokens", 0),
-                                total_tokens=usage_data.get("totalTokens", 0),
-                            ))
-                            
-                            self.finished = True
-                            return chunk
-                    
-                    # Check for final message (alternative finish signal)
-                    if "message" in data and isinstance(data["message"], dict):
-                        if not self.finished:
-                            chunk = ModelResponse(
-                                id=f"chatcmpl-{uuid.uuid4()}",
-                                created=0,
-                                model=self.model,
-                                object="chat.completion.chunk",
-                            )
-                            
-                            chunk.choices = [
-                                StreamingChoices(
-                                    finish_reason="stop",
-                                    index=0,
-                                    delta=Delta(),
-                                )
-                            ]
-                            
-                            self.finished = True
-                            return chunk
-                
-                except json.JSONDecodeError:
-                    verbose_logger.debug(f"Skipping non-JSON SSE line: {line[:100]}")
-                    continue
-            
-            # Stream ended naturally
-            raise StopIteration
+                    line = next(self._sync_iter)
+                except StopIteration:
+                    # Stream ended - send final chunk if not already finished
+                    if not self.finished:
+                        self.finished = True
+                        return self._create_final_chunk()
+                    raise
+
+                result = self._parse_sse_line(line)
+                if result is not None:
+                    return result
 
         except StopIteration:
             raise
         except httpx.StreamConsumed:
-            # This is expected when the stream has been fully consumed
             raise StopIteration
         except httpx.StreamClosed:
-            # This is expected when the stream is closed
             raise StopIteration
         except Exception as e:
             verbose_logger.error(f"Error in AgentCore SSE stream: {str(e)}")
             raise StopIteration
 
     async def __anext__(self) -> ModelResponse:
-        """Async iteration - parse SSE events and yield ModelResponse chunks."""
+        """
+        Async iteration - parse SSE events and yield ModelResponse chunks.
+
+        Uses __anext__() on the stored iterator to properly resume between calls.
+        """
         try:
-            if self.async_line_iterator is None:
+            if self._async_iter is None:
                 raise StopAsyncIteration
-            async for line in self.async_line_iterator:
-                line = line.strip()
-                
-                if not line or not line.startswith('data:'):
-                    continue
-                
-                # Extract JSON from SSE line
-                json_str = line[5:].strip()
-                if not json_str:
-                    continue
-                
+
+            # Keep getting lines until we have a result to return
+            while True:
                 try:
-                    data = json.loads(json_str)
-                    
-                    # Skip non-dict data
-                    if not isinstance(data, dict):
-                        continue
-                    
-                    # Process content delta events
-                    if "event" in data and isinstance(data["event"], dict):
-                        event_payload = data["event"]
-                        content_block_delta = event_payload.get("contentBlockDelta")
-                        
-                        if content_block_delta:
-                            delta = content_block_delta.get("delta", {})
-                            text = delta.get("text", "")
-                            
-                            if text:
-                                # Yield chunk with text
-                                chunk = ModelResponse(
-                                    id=f"chatcmpl-{uuid.uuid4()}",
-                                    created=0,
-                                    model=self.model,
-                                    object="chat.completion.chunk",
-                                )
-                                
-                                chunk.choices = [
-                                    StreamingChoices(
-                                        finish_reason=None,
-                                        index=0,
-                                        delta=Delta(content=text, role="assistant"),
-                                    )
-                                ]
-                                
-                                return chunk
-                        
-                        # Check for metadata/usage
-                        metadata = event_payload.get("metadata")
-                        if metadata and "usage" in metadata:
-                            # This is the final chunk with usage
-                            chunk = ModelResponse(
-                                id=f"chatcmpl-{uuid.uuid4()}",
-                                created=0,
-                                model=self.model,
-                                object="chat.completion.chunk",
-                            )
-                            
-                            chunk.choices = [
-                                StreamingChoices(
-                                    finish_reason="stop",
-                                    index=0,
-                                    delta=Delta(),
-                                )
-                            ]
-                            
-                            usage_data: AgentCoreUsage = metadata["usage"]  # type: ignore
-                            setattr(chunk, "usage", Usage(
-                                prompt_tokens=usage_data.get("inputTokens", 0),
-                                completion_tokens=usage_data.get("outputTokens", 0),
-                                total_tokens=usage_data.get("totalTokens", 0),
-                            ))
-                            
-                            self.finished = True
-                            return chunk
-                    
-                    # Check for final message (alternative finish signal)
-                    if "message" in data and isinstance(data["message"], dict):
-                        if not self.finished:
-                            chunk = ModelResponse(
-                                id=f"chatcmpl-{uuid.uuid4()}",
-                                created=0,
-                                model=self.model,
-                                object="chat.completion.chunk",
-                            )
-                            
-                            chunk.choices = [
-                                StreamingChoices(
-                                    finish_reason="stop",
-                                    index=0,
-                                    delta=Delta(),
-                                )
-                            ]
-                            
-                            self.finished = True
-                            return chunk
-                
-                except json.JSONDecodeError:
-                    verbose_logger.debug(f"Skipping non-JSON SSE line: {line[:100]}")
-                    continue
-            
-            # Stream ended naturally
-            raise StopAsyncIteration
+                    line = await self._async_iter.__anext__()
+                except StopAsyncIteration:
+                    # Stream ended - send final chunk if not already finished
+                    if not self.finished:
+                        self.finished = True
+                        return self._create_final_chunk()
+                    raise
+
+                result = self._parse_sse_line(line)
+                if result is not None:
+                    return result
 
         except StopAsyncIteration:
             raise
         except httpx.StreamConsumed:
-            # This is expected when the stream has been fully consumed
             raise StopAsyncIteration
         except httpx.StreamClosed:
-            # This is expected when the stream is closed
             raise StopAsyncIteration
         except Exception as e:
             verbose_logger.error(f"Error in AgentCore SSE stream: {str(e)}")
             raise StopAsyncIteration
-
diff --git a/litellm/llms/bedrock/embed/embedding.py b/litellm/llms/bedrock/embed/embedding.py
index 7152d7ce15c..56900d296a5 100644
--- a/litellm/llms/bedrock/embed/embedding.py
+++ b/litellm/llms/bedrock/embed/embedding.py
@@ -286,11 +286,12 @@ class BedrockEmbedding(BaseAWSLLM):
                     "headers": prepped.headers,
                 },
             )
+            headers_for_request = dict(prepped.headers) if hasattr(prepped, 'headers') else {}
             response = self._make_sync_call(
                 client=client,
                 timeout=timeout,
                 api_base=prepped.url,
-                headers=prepped.headers,  # type: ignore
+                headers=headers_for_request,
                 data=data,
             )
 
@@ -352,11 +353,14 @@ class BedrockEmbedding(BaseAWSLLM):
                     "headers": prepped.headers,
                 },
             )
+            # Convert CaseInsensitiveDict to regular dict for httpx compatibility
+            # This ensures custom headers are properly forwarded, especially with IAM roles and custom api_base
+            headers_for_request = dict(prepped.headers) if hasattr(prepped, 'headers') else {}
             response = await self._make_async_call(
                 client=client,
                 timeout=timeout,
                 api_base=prepped.url,
-                headers=prepped.headers,  # type: ignore
+                headers=headers_for_request,
                 data=data,
             )
 
@@ -562,6 +566,8 @@ class BedrockEmbedding(BaseAWSLLM):
         )
 
         ## ROUTING ##
+        # Convert CaseInsensitiveDict to regular dict for httpx compatibility
+        headers_for_request = dict(prepped.headers) if hasattr(prepped, 'headers') else {}
         return cohere_embedding(
             model=model,
             input=input,
@@ -575,7 +581,7 @@ class BedrockEmbedding(BaseAWSLLM):
             aembedding=aembedding,
             timeout=timeout,
             client=client,
-            headers=prepped.headers,  # type: ignore
+            headers=headers_for_request,
         )
 
     async def _get_async_invoke_status(
diff --git a/litellm/llms/bedrock/rerank/handler.py b/litellm/llms/bedrock/rerank/handler.py
index f5a532bec15..06f1e9e86c9 100644
--- a/litellm/llms/bedrock/rerank/handler.py
+++ b/litellm/llms/bedrock/rerank/handler.py
@@ -34,7 +34,7 @@ class BedrockRerankHandler(BaseAWSLLM):
         if client is None:
             client = get_async_httpx_client(llm_provider=litellm.LlmProviders.BEDROCK)
         try:
-            response = await client.post(url=prepared_request["endpoint_url"], headers=prepared_request["prepped"].headers, data=prepared_request["body"])  # type: ignore
+            response = await client.post(url=prepared_request["endpoint_url"], headers=dict(prepared_request["prepped"].headers), data=prepared_request["body"])
             response.raise_for_status()
         except httpx.HTTPStatusError as err:
             error_code = err.response.status_code
@@ -84,7 +84,7 @@ class BedrockRerankHandler(BaseAWSLLM):
             additional_args={
                 "complete_input_dict": data,
                 "api_base": prepared_request["endpoint_url"],
-                "headers": prepared_request["prepped"].headers,
+                "headers": dict(prepared_request["prepped"].headers),
             },
         )
 
@@ -94,7 +94,7 @@ class BedrockRerankHandler(BaseAWSLLM):
         if client is None or not isinstance(client, HTTPHandler):
             client = _get_httpx_client()
         try:
-            response = client.post(url=prepared_request["endpoint_url"], headers=prepared_request["prepped"].headers, data=prepared_request["body"])  # type: ignore
+            response = client.post(url=prepared_request["endpoint_url"], headers=dict(prepared_request["prepped"].headers), data=prepared_request["body"])
             response.raise_for_status()
         except httpx.HTTPStatusError as err:
             error_code = err.response.status_code
diff --git a/litellm/llms/openai/chat/gpt_5_transformation.py b/litellm/llms/openai/chat/gpt_5_transformation.py
index 1b3abb20d63..3fffa335fdc 100644
--- a/litellm/llms/openai/chat/gpt_5_transformation.py
+++ b/litellm/llms/openai/chat/gpt_5_transformation.py
@@ -51,6 +51,12 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
         model_name = model.split("/")[-1]
         return model_name.startswith("gpt-5.2-pro")
 
+    @classmethod
+    def is_model_gpt_5_2_model(cls, model: str) -> bool:
+        """Check if the model is a gpt-5.2 variant (including pro)."""
+        model_name = model.split("/")[-1]
+        return model_name.startswith("gpt-5.2")
+
     def get_supported_openai_params(self, model: str) -> list:
         from litellm.utils import supports_tool_choice
 
@@ -89,14 +95,14 @@ class OpenAIGPT5Config(OpenAIGPTConfig):
         if reasoning_effort is not None and reasoning_effort == "xhigh":
             if not (
                 self.is_model_gpt_5_1_codex_max_model(model)
-                or self.is_model_gpt_5_2_pro_model(model)
+                or self.is_model_gpt_5_2_model(model)
             ):
                 if litellm.drop_params or drop_params:
                     non_default_params.pop("reasoning_effort", None)
                 else:
                     raise litellm.utils.UnsupportedParamsError(
                         message=(
-                            "reasoning_effort='xhigh' is only supported for gpt-5.1-codex-max."
+                            "reasoning_effort='xhigh' is only supported for gpt-5.1-codex-max and gpt-5.2 models."
                         ),
                         status_code=400,
                     )
diff --git a/litellm/llms/openai/openai.py b/litellm/llms/openai/openai.py
index bb9225fc79b..e04def0d9c8 100644
--- a/litellm/llms/openai/openai.py
+++ b/litellm/llms/openai/openai.py
@@ -1,6 +1,7 @@
 import time
 import types
 from typing import (
+    TYPE_CHECKING,
     Any,
     AsyncIterator,
     Callable,
@@ -10,7 +11,6 @@ from typing import (
     List,
     Literal,
     Optional,
-    TYPE_CHECKING,
     Union,
     cast,
 )
@@ -20,6 +20,7 @@ import httpx
 
 if TYPE_CHECKING:
     from aiohttp import ClientSession
+
 import openai
 from openai import AsyncOpenAI, OpenAI
 from openai.types.beta.assistant_deleted import AssistantDeleted
@@ -1549,7 +1550,7 @@ class OpenAIFilesAPI(BaseLLM):
         create_file_data: CreateFileRequest,
         openai_client: AsyncOpenAI,
     ) -> OpenAIFileObject:
-        response = await openai_client.files.create(**create_file_data)
+        response = await openai_client.files.create(**create_file_data)  # type: ignore[arg-type]
         return OpenAIFileObject(**response.model_dump())
 
     def create_file(
@@ -1585,7 +1586,7 @@ class OpenAIFilesAPI(BaseLLM):
             return self.acreate_file(  # type: ignore
                 create_file_data=create_file_data, openai_client=openai_client
             )
-        response = cast(OpenAI, openai_client).files.create(**create_file_data)
+        response = cast(OpenAI, openai_client).files.create(**create_file_data)  # type: ignore[arg-type]
         return OpenAIFileObject(**response.model_dump())
 
     async def afile_content(
diff --git a/litellm/main.py b/litellm/main.py
index 20089b4c234..b08ffd16e3d 100644
--- a/litellm/main.py
+++ b/litellm/main.py
@@ -69,6 +69,7 @@ from litellm.constants import (
 )
 from litellm.exceptions import LiteLLMUnknownProvider
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.litellm_core_utils.asyncify import run_async_function
 from litellm.litellm_core_utils.audio_utils.utils import (
     calculate_request_duration,
     get_audio_file_for_health_check,
@@ -299,7 +300,6 @@ MOCK_RESPONSE_TYPE = Union[str, Exception, dict, ModelResponse, ModelResponseStr
 
 
 class LiteLLM:
-
     def __init__(
         self,
         *,
@@ -1091,6 +1091,22 @@ def completion(  # type: ignore # noqa: PLR0915
     tools = validate_and_fix_openai_tools(tools=tools)
     # validate tool_choice
     tool_choice = validate_chat_completion_tool_choice(tool_choice=tool_choice)
+
+    skip_mcp_handler = kwargs.pop("_skip_mcp_handler", False)
+    if not skip_mcp_handler and tools:
+        from litellm.responses.mcp.chat_completions_handler import (
+            handle_chat_completion_with_mcp,
+        )
+
+        mcp_handler_context = locals().copy()
+        completion_callable = globals().get("acompletion")
+        mcp_result = run_async_function(
+            handle_chat_completion_with_mcp,
+            mcp_handler_context,
+            completion_callable,
+        )
+        if mcp_result is not None:
+            return mcp_result
     ######### unpacking kwargs #####################
     args = locals()
     api_base = kwargs.get("api_base", None)
@@ -1181,7 +1197,6 @@ def completion(  # type: ignore # noqa: PLR0915
             prompt_id=prompt_id, non_default_params=non_default_params
         )
     ):
-
         (
             model,
             messages,
@@ -2130,7 +2145,7 @@ def completion(  # type: ignore # noqa: PLR0915
             config = litellm.GenAIHubOrchestrationConfig.get_config()
             for k, v in config.items():
                 if (
-                        k not in optional_params
+                    k not in optional_params
                 ):  # completion(top_k=3) > openai_config(top_k=3) <- allows for dynamic variables to be passed in
                     optional_params[k] = v
 
@@ -2300,7 +2315,6 @@ def completion(  # type: ignore # noqa: PLR0915
 
             try:
                 if use_base_llm_http_handler:
-
                     response = base_llm_http_handler.completion(
                         model=model,
                         messages=messages,
@@ -3413,9 +3427,9 @@ def completion(  # type: ignore # noqa: PLR0915
                     "aws_region_name" not in optional_params
                     or optional_params["aws_region_name"] is None
                 ):
-                    optional_params["aws_region_name"] = (
-                        aws_bedrock_client.meta.region_name
-                    )
+                    optional_params[
+                        "aws_region_name"
+                    ] = aws_bedrock_client.meta.region_name
 
             bedrock_route = BedrockModelInfo.get_bedrock_route(model)
             if bedrock_route == "converse":
@@ -3633,7 +3647,6 @@ def completion(  # type: ignore # noqa: PLR0915
             if api_key is not None and "Authorization" not in headers:
                 headers["Authorization"] = f"Bearer {api_key}"
 
-
             response = base_llm_http_handler.completion(
                 model=model,
                 stream=stream,
@@ -3769,7 +3782,6 @@ def completion(  # type: ignore # noqa: PLR0915
                 )
                 raise e
         elif custom_llm_provider == "gradient_ai":
-
             api_base = litellm.api_base or api_base
             response = base_llm_http_handler.completion(
                 model=model,
@@ -4420,7 +4432,7 @@ def embedding(  # noqa: PLR0915
                 litellm_params=litellm_params_dict,
             )
         elif custom_llm_provider == "github_copilot":
-            api_key = (api_key or litellm.api_key)
+            api_key = api_key or litellm.api_key
             response = base_llm_http_handler.embedding(
                 model=model,
                 input=input,
@@ -5585,9 +5597,9 @@ def adapter_completion(
     new_kwargs = translation_obj.translate_completion_input_params(kwargs=kwargs)
 
     response: Union[ModelResponse, CustomStreamWrapper] = completion(**new_kwargs)  # type: ignore
-    translated_response: Optional[Union[BaseModel, AdapterCompletionStreamWrapper]] = (
-        None
-    )
+    translated_response: Optional[
+        Union[BaseModel, AdapterCompletionStreamWrapper]
+    ] = None
     if isinstance(response, ModelResponse):
         translated_response = translation_obj.translate_completion_output_params(
             response=response
@@ -6292,9 +6304,9 @@ def speech(  # noqa: PLR0915
                 ElevenLabsTextToSpeechConfig.ELEVENLABS_QUERY_PARAMS_KEY
             ] = query_params
 
-        litellm_params_dict[ElevenLabsTextToSpeechConfig.ELEVENLABS_VOICE_ID_KEY] = (
-            voice_id
-        )
+        litellm_params_dict[
+            ElevenLabsTextToSpeechConfig.ELEVENLABS_VOICE_ID_KEY
+        ] = voice_id
 
         if api_base is not None:
             litellm_params_dict["api_base"] = api_base
@@ -6344,16 +6356,16 @@ def speech(  # noqa: PLR0915
             text_to_speech_provider_config = VertexAITextToSpeechConfig()
 
         # Cast to specific Vertex AI config type to access dispatch method
-        vertex_config = cast(
-            VertexAITextToSpeechConfig, text_to_speech_provider_config
-        )
+        vertex_config = cast(VertexAITextToSpeechConfig, text_to_speech_provider_config)
 
         # Store Vertex AI specific params in litellm_params_dict
-        litellm_params_dict.update({
-            "vertex_project": generic_optional_params.vertex_project,
-            "vertex_location": generic_optional_params.vertex_location,
-            "vertex_credentials": generic_optional_params.vertex_credentials,
-        })
+        litellm_params_dict.update(
+            {
+                "vertex_project": generic_optional_params.vertex_project,
+                "vertex_location": generic_optional_params.vertex_location,
+                "vertex_credentials": generic_optional_params.vertex_credentials,
+            }
+        )
 
         response = vertex_config.dispatch_text_to_speech(
             model=model,
@@ -6724,9 +6736,9 @@ def stream_chunk_builder(  # noqa: PLR0915
         ]
 
         if len(content_chunks) > 0:
-            response["choices"][0]["message"]["content"] = (
-                processor.get_combined_content(content_chunks)
-            )
+            response["choices"][0]["message"][
+                "content"
+            ] = processor.get_combined_content(content_chunks)
 
         thinking_blocks = [
             chunk
@@ -6737,9 +6749,9 @@ def stream_chunk_builder(  # noqa: PLR0915
         ]
 
         if len(thinking_blocks) > 0:
-            response["choices"][0]["message"]["thinking_blocks"] = (
-                processor.get_combined_thinking_content(thinking_blocks)
-            )
+            response["choices"][0]["message"][
+                "thinking_blocks"
+            ] = processor.get_combined_thinking_content(thinking_blocks)
 
         reasoning_chunks = [
             chunk
@@ -6750,9 +6762,9 @@ def stream_chunk_builder(  # noqa: PLR0915
         ]
 
         if len(reasoning_chunks) > 0:
-            response["choices"][0]["message"]["reasoning_content"] = (
-                processor.get_combined_reasoning_content(reasoning_chunks)
-            )
+            response["choices"][0]["message"][
+                "reasoning_content"
+            ] = processor.get_combined_reasoning_content(reasoning_chunks)
 
         annotation_chunks = [
             chunk
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 5fd7ff4a0cf..1ca26164431 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -3424,6 +3424,172 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/gpt-5.2": {
+        "cache_read_input_token_cost": 1.75e-07,
+        "input_cost_per_token": 1.75e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "image"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/gpt-5.2-2025-12-11": {
+        "cache_read_input_token_cost": 1.75e-07,
+        "cache_read_input_token_cost_priority": 3.5e-07,
+        "input_cost_per_token": 1.75e-06,
+        "input_cost_per_token_priority": 3.5e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-05,
+        "output_cost_per_token_priority": 2.8e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "image"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_service_tier": true,
+        "supports_vision": true
+    },
+    "azure/gpt-5.2-chat-2025-12-11": {
+        "cache_read_input_token_cost": 1.75e-07,
+        "cache_read_input_token_cost_priority": 3.5e-07,
+        "input_cost_per_token": 1.75e-06,
+        "input_cost_per_token_priority": 3.5e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "max_tokens": 16384,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-05,
+        "output_cost_per_token_priority": 2.8e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/gpt-5.2-pro": {
+        "input_cost_per_token": 2.1e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1.68e-04,
+        "supported_endpoints": [
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "azure/gpt-5.2-pro-2025-12-11": {
+        "input_cost_per_token": 2.1e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1.68e-04,
+        "supported_endpoints": [
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "azure/gpt-image-1": {
         "input_cost_per_pixel": 4.0054321e-08,
         "litellm_provider": "azure",
@@ -15088,15 +15254,15 @@
         "tool_use_system_prompt_tokens": 159
     },
     "global.anthropic.claude-haiku-4-5-20251001-v1:0": {
-        "cache_creation_input_token_cost": 1.375e-06,
-        "cache_read_input_token_cost": 1.1e-07,
-        "input_cost_per_token": 1.1e-06,
+        "cache_creation_input_token_cost": 1.25e-06,
+        "cache_read_input_token_cost": 1e-07,
+        "input_cost_per_token": 1e-06,
         "litellm_provider": "bedrock_converse",
         "max_input_tokens": 200000,
         "max_output_tokens": 64000,
         "max_tokens": 64000,
         "mode": "chat",
-        "output_cost_per_token": 5.5e-06,
+        "output_cost_per_token": 5e-06,
         "source": "https://aws.amazon.com/about-aws/whats-new/2025/10/claude-4-5-haiku-anthropic-amazon-bedrock",
         "supports_assistant_prefill": true,
         "supports_computer_use": true,
@@ -24668,6 +24834,32 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159
     },
+    "eu.anthropic.claude-opus-4-5-20251101-v1:0": {
+        "cache_creation_input_token_cost": 6.25e-06,
+        "cache_read_input_token_cost": 5e-07,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 200000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 2.5e-05,
+        "search_context_cost_per_query": {
+            "search_context_size_high": 0.01,
+            "search_context_size_low": 0.01,
+            "search_context_size_medium": 0.01
+        },
+        "supports_assistant_prefill": true,
+        "supports_computer_use": true,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "tool_use_system_prompt_tokens": 159
+    },
     "us.anthropic.claude-sonnet-4-20250514-v1:0": {
         "cache_creation_input_token_cost": 3.75e-06,
         "cache_read_input_token_cost": 3e-07,
@@ -30478,5 +30670,4 @@
         "litellm_provider": "fireworks_ai",
         "mode": "chat"
     }
-
 }
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/ow7maE3ylEFeAhstEXacR/_buildManifest.js b/litellm/proxy/_experimental/out/_next/static/1PY3Wl46M_g34vYqk3clZ/_buildManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/ow7maE3ylEFeAhstEXacR/_buildManifest.js
rename to litellm/proxy/_experimental/out/_next/static/1PY3Wl46M_g34vYqk3clZ/_buildManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/ow7maE3ylEFeAhstEXacR/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/1PY3Wl46M_g34vYqk3clZ/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/ow7maE3ylEFeAhstEXacR/_ssgManifest.js
rename to litellm/proxy/_experimental/out/_next/static/1PY3Wl46M_g34vYqk3clZ/_ssgManifest.js
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1200-44dc8792c58b34e3.js b/litellm/proxy/_experimental/out/_next/static/chunks/1200-44dc8792c58b34e3.js
new file mode 100644
index 00000000000..b4a969f7867
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1200-44dc8792c58b34e3.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1623-995fddc2b5647961.js b/litellm/proxy/_experimental/out/_next/static/chunks/1623-995fddc2b5647961.js
new file mode 100644
index 00000000000..15400abe793
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1623-995fddc2b5647961.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/170-60c318d29d5e47f2.js b/litellm/proxy/_experimental/out/_next/static/chunks/170-60c318d29d5e47f2.js
new file mode 100644
index 00000000000..09300428a82
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/170-60c318d29d5e47f2.js
@@ -0,0 +1 @@
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new file mode 100644
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new file mode 100644
index 00000000000..90f29480d63
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/1994-6637a121c9ee1602.js
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deleted file mode 100644
index 3211472683d..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1994-a4d0b99849c16b62.js
+++ /dev/null
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new file mode 100644
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not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tC;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tC;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,x,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",R).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,o,"m",C).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,o,"m",M).call(this)}_connected(e){this.ended||(et(this,w,e,"f"),et(this,_,e?.headers.get("request-id"),"f"),en(this,u,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,m,"f")}get errored(){return en(this,v,"f")}get aborted(){return en(this,b,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,g,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,y,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,y,!0,"f"),await en(this,h,"f")}get currentMessage(){return en(this,l,"f")}async finalMessage(){return await this.done(),en(this,o,"m",S).call(this)}async finalText(){return await this.done(),en(this,o,"m",k).call(this)}_emit(e,...t){if(en(this,m,"f"))return;"end"===e&&(et(this,m,!0,"f"),en(this,f,"f").call(this));let n=en(this,g,"f")[e];if(n&&(en(this,g,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,o,"m",S).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",R).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,o,"m",C).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,o,"m",M).call(this)}[(l=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,h=new WeakMap,f=new WeakMap,p=new WeakMap,g=new WeakMap,m=new WeakMap,v=new WeakMap,b=new WeakMap,y=new WeakMap,w=new WeakMap,_=new WeakMap,x=new WeakMap,o=new WeakSet,S=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},k=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},R=function(){this.ended||et(this,l,void 0,"f")},C=function(e){if(this.ended)return;let t=en(this,o,"m",E).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tR(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,l,t,"f")}},M=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,l,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,l,void 0,"f"),e},E=function(e){let t=en(this,l,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tR(n)){let t=n[tx]||"";if(Object.defineProperty(n,tx,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tk(t)}catch(n){let e=new ei(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,x,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tM={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tE={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tj extends tc{constructor(){super(...arguments),this.batches=new tb(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tE&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tE[r.model]}
+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let a=this._client._options.timeout;if(!r.stream&&null==a){let e=tM[r.model]??void 0;a=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:a??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tC.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:th([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tj.Batches=tb;class tO extends tc{constructor(){super(...arguments),this.models=new tm(this._client),this.messages=new tj(this._client),this.files=new tg(this._client)}}tO.Models=tm,tO.Messages=tj,tO.Files=tg;class tP extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tA="__json_buf";function tI(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tz{constructor(){j.add(this),this.messages=[],this.receivedMessages=[],O.set(this,void 0),this.controller=new AbortController,P.set(this,void 0),A.set(this,()=>{}),I.set(this,()=>{}),z.set(this,void 0),L.set(this,()=>{}),T.set(this,()=>{}),Z.set(this,{}),N.set(this,!1),F.set(this,!1),q.set(this,!1),B.set(this,!1),$.set(this,void 0),D.set(this,void 0),W.set(this,e=>{if(et(this,F,!0,"f"),ea(e)&&(e=new el),e instanceof el)return et(this,q,!0,"f"),this._emit("abort",e);if(e instanceof ei)return this._emit("error",e);if(e instanceof Error){let t=new ei(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ei(String(e)))}),et(this,P,new Promise((e,t)=>{et(this,A,e,"f"),et(this,I,t,"f")}),"f"),et(this,z,new Promise((e,t)=>{et(this,L,e,"f"),et(this,T,t,"f")}),"f"),en(this,P,"f").catch(()=>{}),en(this,z,"f").catch(()=>{})}get response(){return en(this,$,"f")}get request_id(){return en(this,D,"f")}async withResponse(){let e=await en(this,P,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tz;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tz;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,W,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,j,"m",V).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,j,"m",X).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,j,"m",J).call(this)}_connected(e){this.ended||(et(this,$,e,"f"),et(this,D,e?.headers.get("request-id"),"f"),en(this,A,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,N,"f")}get errored(){return en(this,F,"f")}get aborted(){return en(this,q,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,Z,"f")[e]||(en(this,Z,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,Z,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,Z,"f")[e]||(en(this,Z,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,B,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,B,!0,"f"),await en(this,z,"f")}get currentMessage(){return en(this,O,"f")}async finalMessage(){return await this.done(),en(this,j,"m",H).call(this)}async finalText(){return await this.done(),en(this,j,"m",U).call(this)}_emit(e,...t){if(en(this,N,"f"))return;"end"===e&&(et(this,N,!0,"f"),en(this,L,"f").call(this));let n=en(this,Z,"f")[e];if(n&&(en(this,Z,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,B,"f")||n?.length||Promise.reject(e),en(this,I,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,B,"f")||n?.length||Promise.reject(e),en(this,I,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,j,"m",H).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,j,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,j,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,j,"m",J).call(this)}[(O=new WeakMap,P=new WeakMap,A=new WeakMap,I=new WeakMap,z=new WeakMap,L=new WeakMap,T=new WeakMap,Z=new WeakMap,N=new WeakMap,F=new WeakMap,q=new WeakMap,B=new WeakMap,$=new WeakMap,D=new WeakMap,W=new WeakMap,j=new WeakSet,H=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},U=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,j,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tI(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,O,t,"f")}},J=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,O,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,O,void 0,"f"),e},G=function(e){let t=en(this,O,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tI(n)){let t=n[tA]||"";Object.defineProperty(n,tA,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tk(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tL extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ei(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:th([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tv.fromResponse(t.response,t.controller))}}class tT extends tc{constructor(){super(...arguments),this.batches=new tL(this._client)}create(e,t){e.model in tZ&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tZ[e.model]}
+Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let n=this._client._options.timeout;if(!e.stream&&null==n){let t=tM[e.model]??void 0;n=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}return this._client.post("/v1/messages",{body:e,timeout:n??6e5,...t,stream:e.stream??!1})}stream(e,t){return tz.createMessage(this,e,t)}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let tZ={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};tT.Batches=tL;class tN extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}let tF=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()??void 0:void 0!==globalThis.Deno?globalThis.Deno.env?.get?.(e)?.trim():void 0;class tq{constructor({baseURL:e=tF("ANTHROPIC_BASE_URL"),apiKey:t=tF("ANTHROPIC_API_KEY")??null,authToken:n=tF("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){K.set(this,void 0);let a={apiKey:t,authToken:n,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&ez())throw new ei("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??tB.DEFAULT_TIMEOUT,this.logger=a.logger??console;let s="warn";this.logLevel=s,this.logLevel=eC(a.logLevel,"ClientOptions.logLevel",this)??eC(tF("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??s,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("undefined"!=typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),et(this,K,eD,"f"),this._options=a,this.apiKey=t,this.authToken=n}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization")||t.has("authorization")))throw Error('Could not resolve authentication method. 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2618-9664f16de6c32740.js b/litellm/proxy/_experimental/out/_next/static/chunks/2618-9664f16de6c32740.js
new file mode 100644
index 00000000000..d2c8f75b36a
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2618-9664f16de6c32740.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2843-eda3a290faa906b3.js b/litellm/proxy/_experimental/out/_next/static/chunks/2843-eda3a290faa906b3.js
new file mode 100644
index 00000000000..d53877ceeb0
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2843-eda3a290faa906b3.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3367-58830187e9e5b9fa.js b/litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js
similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3367-58830187e9e5b9fa.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js
index ab13c388e33..23daac359dc 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3367-58830187e9e5b9fa.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3897-4235c90dedbe107a.js b/litellm/proxy/_experimental/out/_next/static/chunks/3897-4235c90dedbe107a.js
new file mode 100644
index 00000000000..3eb139c30d6
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/3897-4235c90dedbe107a.js
@@ -0,0 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5869-426268ba6ad0ce0c.js b/litellm/proxy/_experimental/out/_next/static/chunks/5869-99bf8c2997f4811f.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5869-426268ba6ad0ce0c.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5869-99bf8c2997f4811f.js
index 63b2a7aa742..7224a73aee3 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5869-426268ba6ad0ce0c.js
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deleted file mode 100644
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not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tE;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tE;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,x,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",M).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,o,"m",E).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,o,"m",C).call(this)}_connected(e){this.ended||(et(this,w,e,"f"),et(this,_,e?.headers.get("request-id"),"f"),en(this,u,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,m,"f")}get errored(){return en(this,b,"f")}get aborted(){return en(this,v,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,g,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,g,"f")[e]||(en(this,g,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,y,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,y,!0,"f"),await en(this,h,"f")}get currentMessage(){return en(this,l,"f")}async finalMessage(){return await this.done(),en(this,o,"m",k).call(this)}async finalText(){return await this.done(),en(this,o,"m",S).call(this)}_emit(e,...t){if(en(this,m,"f"))return;"end"===e&&(et(this,m,!0,"f"),en(this,f,"f").call(this));let n=en(this,g,"f")[e];if(n&&(en(this,g,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,y,"f")||n?.length||Promise.reject(e),en(this,d,"f").call(this,e),en(this,p,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,o,"m",k).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,o,"m",M).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,o,"m",E).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,o,"m",C).call(this)}[(l=new WeakMap,c=new WeakMap,u=new WeakMap,d=new WeakMap,h=new WeakMap,f=new WeakMap,p=new WeakMap,g=new WeakMap,m=new WeakMap,b=new WeakMap,v=new WeakMap,y=new WeakMap,w=new WeakMap,_=new WeakMap,x=new WeakMap,o=new WeakSet,k=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},S=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},M=function(){this.ended||et(this,l,void 0,"f")},E=function(e){if(this.ended)return;let t=en(this,o,"m",R).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tM(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,l,t,"f")}},C=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,l,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,l,void 0,"f"),e},R=function(e){let t=en(this,l,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.container=e.delta.container,t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tM(n)){let t=n[tx]||"";if(Object.defineProperty(n,tx,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t)try{n.input=tS(t)}catch(n){let e=new ei(`Unable to parse tool parameter JSON from model. Please retry your request or adjust your prompt. Error: ${n}. JSON: ${t}`);en(this,x,"f").call(this,e)}}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}let tC={"claude-opus-4-20250514":8192,"claude-opus-4-0":8192,"claude-4-opus-20250514":8192,"anthropic.claude-opus-4-20250514-v1:0":8192,"claude-opus-4@20250514":8192},tR={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};class tP extends tc{constructor(){super(...arguments),this.batches=new tv(this._client)}create(e,t){let{betas:n,...r}=e;r.model in tR&&console.warn(`The model '${r.model}' is deprecated and will reach end-of-life on ${tR[r.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let a=this._client._options.timeout;if(!r.stream&&null==a){let e=tC[r.model]??void 0;a=this._client.calculateNonstreamingTimeout(r.max_tokens,e)}return this._client.post("/v1/messages?beta=true",{body:r,timeout:a??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}stream(e,t){return tE.createMessage(this,e,t)}countTokens(e,t){let{betas:n,...r}=e;return this._client.post("/v1/messages/count_tokens?beta=true",{body:r,...t,headers:th([{"anthropic-beta":[...n??[],"token-counting-2024-11-01"].toString()},t?.headers])})}}tP.Batches=tv;class tO extends tc{constructor(){super(...arguments),this.models=new tm(this._client),this.messages=new tP(this._client),this.files=new tg(this._client)}}tO.Models=tm,tO.Messages=tP,tO.Files=tg;class tj extends tc{create(e,t){let{betas:n,...r}=e;return this._client.post("/v1/complete",{body:r,timeout:this._client._options.timeout??6e5,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers]),stream:e.stream??!1})}}let tI="__json_buf";function tA(e){return"tool_use"===e.type||"server_tool_use"===e.type}class tL{constructor(){P.add(this),this.messages=[],this.receivedMessages=[],O.set(this,void 0),this.controller=new AbortController,j.set(this,void 0),I.set(this,()=>{}),A.set(this,()=>{}),L.set(this,void 0),Z.set(this,()=>{}),T.set(this,()=>{}),N.set(this,{}),z.set(this,!1),$.set(this,!1),q.set(this,!1),D.set(this,!1),B.set(this,void 0),H.set(this,void 0),F.set(this,e=>{if(et(this,$,!0,"f"),ea(e)&&(e=new el),e instanceof el)return et(this,q,!0,"f"),this._emit("abort",e);if(e instanceof ei)return this._emit("error",e);if(e instanceof Error){let t=new ei(e.message);return t.cause=e,this._emit("error",t)}return this._emit("error",new ei(String(e)))}),et(this,j,new Promise((e,t)=>{et(this,I,e,"f"),et(this,A,t,"f")}),"f"),et(this,L,new Promise((e,t)=>{et(this,Z,e,"f"),et(this,T,t,"f")}),"f"),en(this,j,"f").catch(()=>{}),en(this,L,"f").catch(()=>{})}get response(){return en(this,B,"f")}get request_id(){return en(this,H,"f")}async withResponse(){let e=await en(this,j,"f");if(!e)throw Error("Could not resolve a `Response` object");return{data:this,response:e,request_id:e.headers.get("request-id")}}static fromReadableStream(e){let t=new tL;return t._run(()=>t._fromReadableStream(e)),t}static createMessage(e,t,n){let r=new tL;for(let e of t.messages)r._addMessageParam(e);return r._run(()=>r._createMessage(e,{...t,stream:!0},{...n,headers:{...n?.headers,"X-Stainless-Helper-Method":"stream"}})),r}_run(e){e().then(()=>{this._emitFinal(),this._emit("end")},en(this,F,"f"))}_addMessageParam(e){this.messages.push(e)}_addMessage(e,t=!0){this.receivedMessages.push(e),t&&this._emit("message",e)}async _createMessage(e,t,n){let r=n?.signal;r&&(r.aborted&&this.controller.abort(),r.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this);let{response:a,data:s}=await e.create({...t,stream:!0},{...n,signal:this.controller.signal}).withResponse();for await(let e of(this._connected(a),s))en(this,P,"m",X).call(this,e);if(s.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}_connected(e){this.ended||(et(this,B,e,"f"),et(this,H,e?.headers.get("request-id"),"f"),en(this,I,"f").call(this,e),this._emit("connect"))}get ended(){return en(this,z,"f")}get errored(){return en(this,$,"f")}get aborted(){return en(this,q,"f")}abort(){this.controller.abort()}on(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t}),this}off(e,t){let n=en(this,N,"f")[e];if(!n)return this;let r=n.findIndex(e=>e.listener===t);return r>=0&&n.splice(r,1),this}once(e,t){return(en(this,N,"f")[e]||(en(this,N,"f")[e]=[])).push({listener:t,once:!0}),this}emitted(e){return new Promise((t,n)=>{et(this,D,!0,"f"),"error"!==e&&this.once("error",n),this.once(e,t)})}async done(){et(this,D,!0,"f"),await en(this,L,"f")}get currentMessage(){return en(this,O,"f")}async finalMessage(){return await this.done(),en(this,P,"m",U).call(this)}async finalText(){return await this.done(),en(this,P,"m",W).call(this)}_emit(e,...t){if(en(this,z,"f"))return;"end"===e&&(et(this,z,!0,"f"),en(this,Z,"f").call(this));let n=en(this,N,"f")[e];if(n&&(en(this,N,"f")[e]=n.filter(e=>!e.once),n.forEach(({listener:e})=>e(...t))),"abort"===e){let e=t[0];en(this,D,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end");return}if("error"===e){let e=t[0];en(this,D,"f")||n?.length||Promise.reject(e),en(this,A,"f").call(this,e),en(this,T,"f").call(this,e),this._emit("end")}}_emitFinal(){this.receivedMessages.at(-1)&&this._emit("finalMessage",en(this,P,"m",U).call(this))}async _fromReadableStream(e,t){let n=t?.signal;n&&(n.aborted&&this.controller.abort(),n.addEventListener("abort",()=>this.controller.abort())),en(this,P,"m",V).call(this),this._connected(null);let r=eV.fromReadableStream(e,this.controller);for await(let e of r)en(this,P,"m",X).call(this,e);if(r.controller.signal?.aborted)throw new el;en(this,P,"m",J).call(this)}[(O=new WeakMap,j=new WeakMap,I=new WeakMap,A=new WeakMap,L=new WeakMap,Z=new WeakMap,T=new WeakMap,N=new WeakMap,z=new WeakMap,$=new WeakMap,q=new WeakMap,D=new WeakMap,B=new WeakMap,H=new WeakMap,F=new WeakMap,P=new WeakSet,U=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");return this.receivedMessages.at(-1)},W=function(){if(0===this.receivedMessages.length)throw new ei("stream ended without producing a Message with role=assistant");let e=this.receivedMessages.at(-1).content.filter(e=>"text"===e.type).map(e=>e.text);if(0===e.length)throw new ei("stream ended without producing a content block with type=text");return e.join(" ")},V=function(){this.ended||et(this,O,void 0,"f")},X=function(e){if(this.ended)return;let t=en(this,P,"m",G).call(this,e);switch(this._emit("streamEvent",e,t),e.type){case"content_block_delta":{let n=t.content.at(-1);switch(e.delta.type){case"text_delta":"text"===n.type&&this._emit("text",e.delta.text,n.text||"");break;case"citations_delta":"text"===n.type&&this._emit("citation",e.delta.citation,n.citations??[]);break;case"input_json_delta":tA(n)&&n.input&&this._emit("inputJson",e.delta.partial_json,n.input);break;case"thinking_delta":"thinking"===n.type&&this._emit("thinking",e.delta.thinking,n.thinking);break;case"signature_delta":"thinking"===n.type&&this._emit("signature",n.signature);break;default:e.delta}break}case"message_stop":this._addMessageParam(t),this._addMessage(t,!0);break;case"content_block_stop":this._emit("contentBlock",t.content.at(-1));break;case"message_start":et(this,O,t,"f")}},J=function(){if(this.ended)throw new ei("stream has ended, this shouldn't happen");let e=en(this,O,"f");if(!e)throw new ei("request ended without sending any chunks");return et(this,O,void 0,"f"),e},G=function(e){let t=en(this,O,"f");if("message_start"===e.type){if(t)throw new ei(`Unexpected event order, got ${e.type} before receiving "message_stop"`);return e.message}if(!t)throw new ei(`Unexpected event order, got ${e.type} before "message_start"`);switch(e.type){case"message_stop":case"content_block_stop":return t;case"message_delta":return t.stop_reason=e.delta.stop_reason,t.stop_sequence=e.delta.stop_sequence,t.usage.output_tokens=e.usage.output_tokens,null!=e.usage.input_tokens&&(t.usage.input_tokens=e.usage.input_tokens),null!=e.usage.cache_creation_input_tokens&&(t.usage.cache_creation_input_tokens=e.usage.cache_creation_input_tokens),null!=e.usage.cache_read_input_tokens&&(t.usage.cache_read_input_tokens=e.usage.cache_read_input_tokens),null!=e.usage.server_tool_use&&(t.usage.server_tool_use=e.usage.server_tool_use),t;case"content_block_start":return t.content.push(e.content_block),t;case"content_block_delta":{let n=t.content.at(e.index);switch(e.delta.type){case"text_delta":n?.type==="text"&&(n.text+=e.delta.text);break;case"citations_delta":n?.type==="text"&&(n.citations??(n.citations=[]),n.citations.push(e.delta.citation));break;case"input_json_delta":if(n&&tA(n)){let t=n[tI]||"";Object.defineProperty(n,tI,{value:t+=e.delta.partial_json,enumerable:!1,writable:!0}),t&&(n.input=tS(t))}break;case"thinking_delta":n?.type==="thinking"&&(n.thinking+=e.delta.thinking);break;case"signature_delta":n?.type==="thinking"&&(n.signature=e.delta.signature);break;default:e.delta}return t}}},Symbol.asyncIterator)](){let e=[],t=[],n=!1;return this.on("streamEvent",n=>{let r=t.shift();r?r.resolve(n):e.push(n)}),this.on("end",()=>{for(let e of(n=!0,t))e.resolve(void 0);t.length=0}),this.on("abort",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),this.on("error",e=>{for(let r of(n=!0,t))r.reject(e);t.length=0}),{next:async()=>e.length?{value:e.shift(),done:!1}:n?{value:void 0,done:!0}:new Promise((e,n)=>t.push({resolve:e,reject:n})).then(e=>e?{value:e,done:!1}:{value:void 0,done:!0}),return:async()=>(this.abort(),{value:void 0,done:!0})}}toReadableStream(){return new eV(this[Symbol.asyncIterator].bind(this),this.controller).toReadableStream()}}class tZ extends tc{create(e,t){return this._client.post("/v1/messages/batches",{body:e,...t})}retrieve(e,t){return this._client.get(tp`/v1/messages/batches/${e}`,t)}list(e={},t){return this._client.getAPIList("/v1/messages/batches",e2,{query:e,...t})}delete(e,t){return this._client.delete(tp`/v1/messages/batches/${e}`,t)}cancel(e,t){return this._client.post(tp`/v1/messages/batches/${e}/cancel`,t)}async results(e,t){let n=await this.retrieve(e);if(!n.results_url)throw new ei(`No batch \`results_url\`; Has it finished processing? ${n.processing_status} - ${n.id}`);return this._client.get(n.results_url,{...t,headers:th([{Accept:"application/binary"},t?.headers]),stream:!0,__binaryResponse:!0})._thenUnwrap((e,t)=>tb.fromResponse(t.response,t.controller))}}class tT extends tc{constructor(){super(...arguments),this.batches=new tZ(this._client)}create(e,t){e.model in tN&&console.warn(`The model '${e.model}' is deprecated and will reach end-of-life on ${tN[e.model]}
-Please migrate to a newer model. Visit https://docs.anthropic.com/en/docs/resources/model-deprecations for more information.`);let n=this._client._options.timeout;if(!e.stream&&null==n){let t=tC[e.model]??void 0;n=this._client.calculateNonstreamingTimeout(e.max_tokens,t)}return this._client.post("/v1/messages",{body:e,timeout:n??6e5,...t,stream:e.stream??!1})}stream(e,t){return tL.createMessage(this,e,t)}countTokens(e,t){return this._client.post("/v1/messages/count_tokens",{body:e,...t})}}let tN={"claude-1.3":"November 6th, 2024","claude-1.3-100k":"November 6th, 2024","claude-instant-1.1":"November 6th, 2024","claude-instant-1.1-100k":"November 6th, 2024","claude-instant-1.2":"November 6th, 2024","claude-3-sonnet-20240229":"July 21st, 2025","claude-2.1":"July 21st, 2025","claude-2.0":"July 21st, 2025"};tT.Batches=tZ;class tz extends tc{retrieve(e,t={},n){let{betas:r}=t??{};return this._client.get(tp`/v1/models/${e}`,{...n,headers:th([{...r?.toString()!=null?{"anthropic-beta":r?.toString()}:void 0},n?.headers])})}list(e={},t){let{betas:n,...r}=e??{};return this._client.getAPIList("/v1/models",e2,{query:r,...t,headers:th([{...n?.toString()!=null?{"anthropic-beta":n?.toString()}:void 0},t?.headers])})}}let t$=e=>void 0!==globalThis.process?globalThis.process.env?.[e]?.trim()??void 0:void 0!==globalThis.Deno?globalThis.Deno.env?.get?.(e)?.trim():void 0;class tq{constructor({baseURL:e=t$("ANTHROPIC_BASE_URL"),apiKey:t=t$("ANTHROPIC_API_KEY")??null,authToken:n=t$("ANTHROPIC_AUTH_TOKEN")??null,...r}={}){K.set(this,void 0);let a={apiKey:t,authToken:n,...r,baseURL:e||"https://api.anthropic.com"};if(!a.dangerouslyAllowBrowser&&eL())throw new ei("It looks like you're running in a browser-like environment.\n\nThis is disabled by default, as it risks exposing your secret API credentials to attackers.\nIf you understand the risks and have appropriate mitigations in place,\nyou can set the `dangerouslyAllowBrowser` option to `true`, e.g.,\n\nnew Anthropic({ apiKey, dangerouslyAllowBrowser: true });\n");this.baseURL=a.baseURL,this.timeout=a.timeout??tD.DEFAULT_TIMEOUT,this.logger=a.logger??console;let s="warn";this.logLevel=s,this.logLevel=eE(a.logLevel,"ClientOptions.logLevel",this)??eE(t$("ANTHROPIC_LOG"),"process.env['ANTHROPIC_LOG']",this)??s,this.fetchOptions=a.fetchOptions,this.maxRetries=a.maxRetries??2,this.fetch=a.fetch??function(){if("undefined"!=typeof fetch)return fetch;throw Error("`fetch` is not defined as a global; Either pass `fetch` to the client, `new Anthropic({ fetch })` or polyfill the global, `globalThis.fetch = fetch`")}(),et(this,K,eH,"f"),this._options=a,this.apiKey=t,this.authToken=n}withOptions(e){return new this.constructor({...this._options,baseURL:this.baseURL,maxRetries:this.maxRetries,timeout:this.timeout,logger:this.logger,logLevel:this.logLevel,fetchOptions:this.fetchOptions,apiKey:this.apiKey,authToken:this.authToken,...e})}defaultQuery(){return this._options.defaultQuery}validateHeaders({values:e,nulls:t}){if(!(this.apiKey&&e.get("x-api-key")||t.has("x-api-key")||this.authToken&&e.get("authorization")||t.has("authorization")))throw Error('Could not resolve authentication method. 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/630-9c30ebb65854ac3f.js b/litellm/proxy/_experimental/out/_next/static/chunks/630-9c30ebb65854ac3f.js
deleted file mode 100644
index 8fc423a056d..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/630-9c30ebb65854ac3f.js
+++ /dev/null
@@ -1 +0,0 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6600-f82a8329e442461d.js b/litellm/proxy/_experimental/out/_next/static/chunks/6600-232dc85820ec987e.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6600-f82a8329e442461d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6600-232dc85820ec987e.js
index 4ddbaf8b54c..4f8d7a7683d 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6600-f82a8329e442461d.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6600-232dc85820ec987e.js
@@ -1 +1 @@
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n=arguments.length>1&&void 0!==arguments[1]&&arguments[1],o=arguments.length>2&&void 0!==arguments[2]?arguments[2]:null;if(!e.destroyed){var r=!1,a=!0,l={};Object.keys(t).forEach(function(n){if(e.props.hasOwnProperty(n)){a=!1;return}r=!0,l[n]=t[n]}),r&&(!n||a)&&e.setState((0,C.Z)((0,C.Z)({},l),o))}}),(0,E.Z)((0,tX.Z)(e),"scrollTo",function(t){e.listRef.current.scrollTo(t)}),e}return(0,tV.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 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e,t=this.state,n=t.focused,r=t.flattenNodes,a=t.keyEntities,l=t.draggingNodeKey,c=t.activeKey,i=t.dropLevelOffset,d=t.dropContainerKey,s=t.dropTargetKey,u=t.dropPosition,f=t.dragOverNodeKey,m=t.indent,h=this.props,v=h.prefixCls,g=h.className,b=h.style,y=h.showLine,x=h.focusable,w=h.tabIndex,C=h.selectable,S=h.showIcon,N=h.icon,K=h.switcherIcon,O=h.draggable,I=h.checkable,R=h.checkStrictly,P=h.disabled,M=h.motion,T=h.loadData,D=h.filterTreeNode,L=h.height,j=h.itemHeight,B=h.scrollWidth,H=h.virtual,z=h.titleRender,A=h.dropIndicatorRender,W=h.onContextMenu,_=h.onScroll,q=h.direction,V=h.rootClassName,X=h.rootStyle,U=(0,F.Z)(this.props,{aria:!0,data:!0});O&&(e="object"===(0,k.Z)(O)?O:"function"==typeof O?{nodeDraggable:O}:{});var G={prefixCls:v,selectable:C,showIcon:S,icon:N,switcherIcon:K,draggable:e,draggingNodeKey:l,checkable:I,checkStrictly:R,disabled:P,keyEntities:a,dropLevelOffset:i,dropContainerKey:d,dropTargetKey:s,dropPosition:u,dragOverNodeKey:f,indent:m,direction:q,dropIndicatorRender:A,loadData:T,filterTreeNode:D,titleRender:z,onNodeClick:this.onNodeClick,onNodeDoubleClick:this.onNodeDoubleClick,onNodeExpand:this.onNodeExpand,onNodeSelect:this.onNodeSelect,onNodeCheck:this.onNodeCheck,onNodeLoad:this.onNodeLoad,onNodeMouseEnter:this.onNodeMouseEnter,onNodeMouseLeave:this.onNodeMouseLeave,onNodeContextMenu:this.onNodeContextMenu,onNodeDragStart:this.onNodeDragStart,onNodeDragEnter:this.onNodeDragEnter,onNodeDragOver:this.onNodeDragOver,onNodeDragLeave:this.onNodeDragLeave,onNodeDragEnd:this.onNodeDragEnd,onNodeDrop:this.onNodeDrop};return 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c=t.fieldNames;if(l("fieldNames")&&(c=eG(e.fieldNames),a.fieldNames=c),l("treeData")?n=e.treeData:l("children")&&((0,O.ZP)(!1,"`children` of Tree is deprecated. 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deleted file mode 100644
index 8e0a0e5f3b6..00000000000
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n=arguments.length>1&&void 0!==arguments[1]&&arguments[1],o=arguments.length>2&&void 0!==arguments[2]?arguments[2]:null;if(!e.destroyed){var r=!1,a=!0,l={};Object.keys(t).forEach(function(n){if(e.props.hasOwnProperty(n)){a=!1;return}r=!0,l[n]=t[n]}),r&&(!n||a)&&e.setState((0,C.Z)((0,C.Z)({},l),o))}}),(0,E.Z)((0,tX.Z)(e),"scrollTo",function(t){e.listRef.current.scrollTo(t)}),e}return(0,tV.Z)(n,[{key:"componentDidMount",value:function(){this.destroyed=!1,this.onUpdated()}},{key:"componentDidUpdate",value:function(){this.onUpdated()}},{key:"onUpdated",value:function(){var e=this.props,t=e.activeKey,n=e.itemScrollOffset;void 0!==t&&t!==this.state.activeKey&&(this.setState({activeKey:t}),null!==t&&this.scrollTo({key:t,offset:void 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e,t=this.state,n=t.focused,r=t.flattenNodes,a=t.keyEntities,l=t.draggingNodeKey,c=t.activeKey,i=t.dropLevelOffset,d=t.dropContainerKey,s=t.dropTargetKey,u=t.dropPosition,f=t.dragOverNodeKey,m=t.indent,h=this.props,v=h.prefixCls,g=h.className,b=h.style,y=h.showLine,x=h.focusable,w=h.tabIndex,C=h.selectable,S=h.showIcon,N=h.icon,K=h.switcherIcon,O=h.draggable,I=h.checkable,R=h.checkStrictly,P=h.disabled,M=h.motion,T=h.loadData,D=h.filterTreeNode,L=h.height,j=h.itemHeight,B=h.scrollWidth,H=h.virtual,z=h.titleRender,A=h.dropIndicatorRender,W=h.onContextMenu,_=h.onScroll,q=h.direction,V=h.rootClassName,X=h.rootStyle,U=(0,F.Z)(this.props,{aria:!0,data:!0});O&&(e="object"===(0,k.Z)(O)?O:"function"==typeof O?{nodeDraggable:O}:{});var 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6653-f346a32ad9e689af.js b/litellm/proxy/_experimental/out/_next/static/chunks/6653-f346a32ad9e689af.js
new file mode 100644
index 00000000000..d26487ba996
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6653-f346a32ad9e689af.js
@@ -0,0 +1 @@
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here",v=j.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),y=i.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),N={};o.length>0&&(N.tags=o),c.length>0&&(N.vector_stores=c),d.length>0&&(N.guardrails=d);let w=g||"your-model-name",A="azure"===x?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(_,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(f||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(_,'"\n)');switch(u){case s.KP.CHAT:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let s=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(s,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(v,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case s.KP.RESPONSES:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let s=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(s,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(v,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case s.KP.IMAGE:t="azure"===x?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(l,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case s.KP.IMAGE_EDITS:t="azure"===x?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case s.KP.EMBEDDINGS:t='\nresponse = client.embeddings.create(\n	input="'.concat(l||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case s.KP.TRANSCRIPTION:t='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(l?',\n	prompt="'.concat(l.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case s.KP.SPEECH:t='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(l||"Your text to convert to speech here",'",\n	voice="').concat(p,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(l||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(A,"\n").concat(t)}},8443:function(e,t,n){var s,a,r,l;n.d(t,{KP:function(){return a},vf:function(){return o}}),(r=s||(s={})).AUDIO_SPEECH="audio_speech",r.AUDIO_TRANSCRIPTION="audio_transcription",r.IMAGE_GENERATION="image_generation",r.VIDEO_GENERATION="video_generation",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDING="embedding",(l=a||(a={})).IMAGE="image",l.VIDEO="video",l.CHAT="chat",l.RESPONSES="responses",l.IMAGE_EDITS="image_edits",l.ANTHROPIC_MESSAGES="anthropic_messages",l.EMBEDDINGS="embeddings",l.SPEECH="speech",l.TRANSCRIPTION="transcription",l.A2A_AGENTS="a2a_agents";let i={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},o=e=>{if(console.log("getEndpointType:",e),Object.values(s).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}},42673:function(e,t,n){var s,a;n.d(t,{Cl:function(){return s},bK:function(){return d},cd:function(){return i},dr:function(){return o},fK:function(){return r},ph:function(){return c}}),(a=s||(s={})).A2A_Agent="A2A Agent",a.AIML="AI/ML API",a.Bedrock="Amazon Bedrock",a.Anthropic="Anthropic",a.AssemblyAI="AssemblyAI",a.SageMaker="AWS SageMaker",a.Azure="Azure",a.Azure_AI_Studio="Azure AI Foundry (Studio)",a.Cerebras="Cerebras",a.Cohere="Cohere",a.Dashscope="Dashscope",a.Databricks="Databricks (Qwen API)",a.DeepInfra="DeepInfra",a.Deepgram="Deepgram",a.Deepseek="Deepseek",a.ElevenLabs="ElevenLabs",a.FalAI="Fal AI",a.FireworksAI="Fireworks AI",a.Google_AI_Studio="Google AI Studio",a.GradientAI="GradientAI",a.Groq="Groq",a.Hosted_Vllm="vllm",a.Infinity="Infinity",a.JinaAI="Jina AI",a.MistralAI="Mistral AI",a.Ollama="Ollama",a.OpenAI="OpenAI",a.OpenAI_Compatible="OpenAI-Compatible Endpoints (Together AI, etc.)",a.OpenAI_Text="OpenAI Text Completion",a.OpenAI_Text_Compatible="OpenAI-Compatible Text Completion Models (Together AI, etc.)",a.Openrouter="Openrouter",a.Oracle="Oracle Cloud Infrastructure (OCI)",a.Perplexity="Perplexity",a.RunwayML="RunwayML",a.Sambanova="Sambanova",a.Snowflake="Snowflake",a.TogetherAI="TogetherAI",a.Triton="Triton",a.Vertex_AI="Vertex AI (Anthropic, Gemini, etc.)",a.VolcEngine="VolcEngine",a.Voyage="Voyage AI",a.xAI="xAI";let r={A2A_Agent:"a2a_agent",AIML:"aiml",OpenAI:"openai",OpenAI_Text:"text-completion-openai",Azure:"azure",Azure_AI_Studio:"azure_ai",Anthropic:"anthropic",Google_AI_Studio:"gemini",Bedrock:"bedrock",Groq:"groq",MistralAI:"mistral",Cohere:"cohere",OpenAI_Compatible:"openai",OpenAI_Text_Compatible:"text-completion-openai",Vertex_AI:"vertex_ai",Databricks:"databricks",Dashscope:"dashscope",xAI:"xai",Deepseek:"deepseek",Ollama:"ollama",AssemblyAI:"assemblyai",Cerebras:"cerebras",Sambanova:"sambanova",Perplexity:"perplexity",RunwayML:"runwayml",TogetherAI:"together_ai",Openrouter:"openrouter",Oracle:"oci",Snowflake:"snowflake",FireworksAI:"fireworks_ai",GradientAI:"gradient_ai",Triton:"triton",Deepgram:"deepgram",ElevenLabs:"elevenlabs",FalAI:"fal_ai",SageMaker:"sagemaker_chat",Voyage:"voyage",JinaAI:"jina_ai",VolcEngine:"volcengine",DeepInfra:"deepinfra",Hosted_Vllm:"hosted_vllm",Infinity:"infinity"},l="../ui/assets/logos/",i={"A2A Agent":"".concat(l,"a2a_agent.png"),"AI/ML API":"".concat(l,"aiml_api.svg"),Anthropic:"".concat(l,"anthropic.svg"),AssemblyAI:"".concat(l,"assemblyai_small.png"),Azure:"".concat(l,"microsoft_azure.svg"),"Azure AI Foundry (Studio)":"".concat(l,"microsoft_azure.svg"),"Amazon Bedrock":"".concat(l,"bedrock.svg"),"AWS SageMaker":"".concat(l,"bedrock.svg"),Cerebras:"".concat(l,"cerebras.svg"),Cohere:"".concat(l,"cohere.svg"),"Databricks (Qwen API)":"".concat(l,"databricks.svg"),Dashscope:"".concat(l,"dashscope.svg"),Deepseek:"".concat(l,"deepseek.svg"),"Fireworks AI":"".concat(l,"fireworks.svg"),Groq:"".concat(l,"groq.svg"),"Google AI Studio":"".concat(l,"google.svg"),vllm:"".concat(l,"vllm.png"),Infinity:"".concat(l,"infinity.png"),"Mistral AI":"".concat(l,"mistral.svg"),Ollama:"".concat(l,"ollama.svg"),OpenAI:"".concat(l,"openai_small.svg"),"OpenAI Text Completion":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Text Completion Models (Together AI, etc.)":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Endpoints (Together AI, etc.)":"".concat(l,"openai_small.svg"),Openrouter:"".concat(l,"openrouter.svg"),"Oracle Cloud Infrastructure (OCI)":"".concat(l,"oracle.svg"),Perplexity:"".concat(l,"perplexity-ai.svg"),RunwayML:"".concat(l,"runwayml.png"),Sambanova:"".concat(l,"sambanova.svg"),Snowflake:"".concat(l,"snowflake.svg"),TogetherAI:"".concat(l,"togetherai.svg"),"Vertex AI (Anthropic, Gemini, etc.)":"".concat(l,"google.svg"),xAI:"".concat(l,"xai.svg"),GradientAI:"".concat(l,"gradientai.svg"),Triton:"".concat(l,"nvidia_triton.png"),Deepgram:"".concat(l,"deepgram.png"),ElevenLabs:"".concat(l,"elevenlabs.png"),"Fal AI":"".concat(l,"fal_ai.jpg"),"Voyage AI":"".concat(l,"voyage.webp"),"Jina AI":"".concat(l,"jina.png"),VolcEngine:"".concat(l,"volcengine.png"),DeepInfra:"".concat(l,"deepinfra.png")},o=e=>{if(!e)return{logo:"",displayName:"-"};if("gemini"===e.toLowerCase()){let e="Google AI Studio";return{logo:i[e],displayName:e}}let t=Object.keys(r).find(t=>r[t].toLowerCase()===e.toLowerCase());if(!t)return{logo:"",displayName:e};let n=s[t];return{logo:i[n],displayName:n}},c=e=>{if("AI/ML API"===e)return"aiml/flux-pro/v1.1";if("Vertex AI (Anthropic, Gemini, etc.)"===e)return"gemini-pro";if("Anthropic"==e||"Amazon Bedrock"==e)return"claude-3-opus";if("AWS SageMaker"==e)return"sagemaker/jumpstart-dft-meta-textgeneration-llama-2-7b";if("Google AI Studio"==e)return"gemini-pro";if("Azure AI Foundry (Studio)"==e)return"azure_ai/command-r-plus";else if("Azure"==e)return"my-deployment";else if("Oracle Cloud Infrastructure (OCI)"==e)return"oci/xai.grok-4";else if("Snowflake"==e)return"snowflake/mistral-7b";else if("Voyage AI"==e)return"voyage/";else if("Jina AI"==e)return"jina_ai/";else if("VolcEngine"==e)return"volcengine/<any-model-on-volcengine>";else if("DeepInfra"==e)return"deepinfra/<any-model-on-deepinfra>";else if("Fal AI"==e)return"fal_ai/fal-ai/flux-pro/v1.1-ultra";else 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7526-997a4faae4b21df5.js b/litellm/proxy/_experimental/out/_next/static/chunks/7526-997a4faae4b21df5.js
deleted file mode 100644
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base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(v,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(N).length>0,n="";if(e){let e=JSON.stringify({metadata:N},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=y.length>0?y:[{role:"user",content:j}];t='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(n,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(v,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(n,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:t="azure"===x?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(l,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:t="azure"===x?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(v,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:t='\nresponse = client.embeddings.create(\n	input="'.concat(l||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:t='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(l?',\n	prompt="'.concat(l.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:t='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(l||"Your text to convert to speech here",'",\n	voice="').concat(p,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(l||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:t="\n# Code generation for this endpoint is not implemented yet."}return"".concat(A,"\n").concat(t)}},8443:function(e,t,n){var a,s,r,l;n.d(t,{KP:function(){return s},vf:function(){return o}}),(r=a||(a={})).AUDIO_SPEECH="audio_speech",r.AUDIO_TRANSCRIPTION="audio_transcription",r.IMAGE_GENERATION="image_generation",r.VIDEO_GENERATION="video_generation",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDING="embedding",(l=s||(s={})).IMAGE="image",l.VIDEO="video",l.CHAT="chat",l.RESPONSES="responses",l.IMAGE_EDITS="image_edits",l.ANTHROPIC_MESSAGES="anthropic_messages",l.EMBEDDINGS="embeddings",l.SPEECH="speech",l.TRANSCRIPTION="transcription",l.A2A_AGENTS="a2a_agents";let i={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},o=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let t=i[e];return console.log("endpointType:",t),t}return"chat"}},42673:function(e,t,n){var a,s;n.d(t,{Cl:function(){return a},bK:function(){return d},cd:function(){return i},dr:function(){return o},fK:function(){return r},ph:function(){return c}}),(s=a||(a={})).A2A_Agent="A2A Agent",s.AIML="AI/ML API",s.Bedrock="Amazon Bedrock",s.Anthropic="Anthropic",s.AssemblyAI="AssemblyAI",s.SageMaker="AWS SageMaker",s.Azure="Azure",s.Azure_AI_Studio="Azure AI Foundry (Studio)",s.Cerebras="Cerebras",s.Cohere="Cohere",s.Dashscope="Dashscope",s.Databricks="Databricks (Qwen API)",s.DeepInfra="DeepInfra",s.Deepgram="Deepgram",s.Deepseek="Deepseek",s.ElevenLabs="ElevenLabs",s.FalAI="Fal AI",s.FireworksAI="Fireworks AI",s.Google_AI_Studio="Google AI Studio",s.GradientAI="GradientAI",s.Groq="Groq",s.Hosted_Vllm="vllm",s.Infinity="Infinity",s.JinaAI="Jina AI",s.MistralAI="Mistral AI",s.Ollama="Ollama",s.OpenAI="OpenAI",s.OpenAI_Compatible="OpenAI-Compatible Endpoints (Together AI, etc.)",s.OpenAI_Text="OpenAI Text Completion",s.OpenAI_Text_Compatible="OpenAI-Compatible Text Completion Models (Together AI, etc.)",s.Openrouter="Openrouter",s.Oracle="Oracle Cloud Infrastructure (OCI)",s.Perplexity="Perplexity",s.RunwayML="RunwayML",s.Sambanova="Sambanova",s.Snowflake="Snowflake",s.TogetherAI="TogetherAI",s.Triton="Triton",s.Vertex_AI="Vertex AI (Anthropic, Gemini, etc.)",s.VolcEngine="VolcEngine",s.Voyage="Voyage AI",s.xAI="xAI";let r={A2A_Agent:"a2a_agent",AIML:"aiml",OpenAI:"openai",OpenAI_Text:"text-completion-openai",Azure:"azure",Azure_AI_Studio:"azure_ai",Anthropic:"anthropic",Google_AI_Studio:"gemini",Bedrock:"bedrock",Groq:"groq",MistralAI:"mistral",Cohere:"cohere",OpenAI_Compatible:"openai",OpenAI_Text_Compatible:"text-completion-openai",Vertex_AI:"vertex_ai",Databricks:"databricks",Dashscope:"dashscope",xAI:"xai",Deepseek:"deepseek",Ollama:"ollama",AssemblyAI:"assemblyai",Cerebras:"cerebras",Sambanova:"sambanova",Perplexity:"perplexity",RunwayML:"runwayml",TogetherAI:"together_ai",Openrouter:"openrouter",Oracle:"oci",Snowflake:"snowflake",FireworksAI:"fireworks_ai",GradientAI:"gradient_ai",Triton:"triton",Deepgram:"deepgram",ElevenLabs:"elevenlabs",FalAI:"fal_ai",SageMaker:"sagemaker_chat",Voyage:"voyage",JinaAI:"jina_ai",VolcEngine:"volcengine",DeepInfra:"deepinfra",Hosted_Vllm:"hosted_vllm",Infinity:"infinity"},l="../ui/assets/logos/",i={"A2A Agent":"".concat(l,"a2a_agent.png"),"AI/ML API":"".concat(l,"aiml_api.svg"),Anthropic:"".concat(l,"anthropic.svg"),AssemblyAI:"".concat(l,"assemblyai_small.png"),Azure:"".concat(l,"microsoft_azure.svg"),"Azure AI Foundry (Studio)":"".concat(l,"microsoft_azure.svg"),"Amazon Bedrock":"".concat(l,"bedrock.svg"),"AWS SageMaker":"".concat(l,"bedrock.svg"),Cerebras:"".concat(l,"cerebras.svg"),Cohere:"".concat(l,"cohere.svg"),"Databricks (Qwen API)":"".concat(l,"databricks.svg"),Dashscope:"".concat(l,"dashscope.svg"),Deepseek:"".concat(l,"deepseek.svg"),"Fireworks AI":"".concat(l,"fireworks.svg"),Groq:"".concat(l,"groq.svg"),"Google AI Studio":"".concat(l,"google.svg"),vllm:"".concat(l,"vllm.png"),Infinity:"".concat(l,"infinity.png"),"Mistral AI":"".concat(l,"mistral.svg"),Ollama:"".concat(l,"ollama.svg"),OpenAI:"".concat(l,"openai_small.svg"),"OpenAI Text Completion":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Text Completion Models (Together AI, etc.)":"".concat(l,"openai_small.svg"),"OpenAI-Compatible Endpoints (Together AI, etc.)":"".concat(l,"openai_small.svg"),Openrouter:"".concat(l,"openrouter.svg"),"Oracle Cloud Infrastructure (OCI)":"".concat(l,"oracle.svg"),Perplexity:"".concat(l,"perplexity-ai.svg"),RunwayML:"".concat(l,"runwayml.png"),Sambanova:"".concat(l,"sambanova.svg"),Snowflake:"".concat(l,"snowflake.svg"),TogetherAI:"".concat(l,"togetherai.svg"),"Vertex AI (Anthropic, Gemini, etc.)":"".concat(l,"google.svg"),xAI:"".concat(l,"xai.svg"),GradientAI:"".concat(l,"gradientai.svg"),Triton:"".concat(l,"nvidia_triton.png"),Deepgram:"".concat(l,"deepgram.png"),ElevenLabs:"".concat(l,"elevenlabs.png"),"Fal AI":"".concat(l,"fal_ai.jpg"),"Voyage AI":"".concat(l,"voyage.webp"),"Jina AI":"".concat(l,"jina.png"),VolcEngine:"".concat(l,"volcengine.png"),DeepInfra:"".concat(l,"deepinfra.png")},o=e=>{if(!e)return{logo:"",displayName:"-"};if("gemini"===e.toLowerCase()){let e="Google AI Studio";return{logo:i[e],displayName:e}}let t=Object.keys(r).find(t=>r[t].toLowerCase()===e.toLowerCase());if(!t)return{logo:"",displayName:e};let n=a[t];return{logo:i[n],displayName:n}},c=e=>{if("AI/ML API"===e)return"aiml/flux-pro/v1.1";if("Vertex AI (Anthropic, Gemini, etc.)"===e)return"gemini-pro";if("Anthropic"==e||"Amazon Bedrock"==e)return"claude-3-opus";if("AWS SageMaker"==e)return"sagemaker/jumpstart-dft-meta-textgeneration-llama-2-7b";if("Google AI Studio"==e)return"gemini-pro";if("Azure AI Foundry (Studio)"==e)return"azure_ai/command-r-plus";else if("Azure"==e)return"my-deployment";else if("Oracle Cloud Infrastructure (OCI)"==e)return"oci/xai.grok-4";else if("Snowflake"==e)return"snowflake/mistral-7b";else if("Voyage AI"==e)return"voyage/";else if("Jina AI"==e)return"jina_ai/";else if("VolcEngine"==e)return"volcengine/<any-model-on-volcengine>";else if("DeepInfra"==e)return"deepinfra/<any-model-on-deepinfra>";else if("Fal AI"==e)return"fal_ai/fal-ai/flux-pro/v1.1-ultra";else if("RunwayML"==e)return"runwayml/gen4_turbo";else return"gpt-3.5-turbo"},d=(e,t)=>{console.log("Provider key: ".concat(e));let n=r[e];console.log("Provider mapped to: ".concat(n));let a=[];return e&&"object"==typeof t&&(Object.entries(t).forEach(e=>{let[t,s]=e;null!==s&&"object"==typeof s&&"litellm_provider"in s&&(s.litellm_provider===n||s.litellm_provider.includes(n))&&a.push(t)}),"Cohere"==e&&(console.log("Adding cohere chat models"),Object.entries(t).forEach(e=>{let[t,n]=e;null!==n&&"object"==typeof n&&"litellm_provider"in n&&"cohere_chat"===n.litellm_provider&&a.push(t)})),"AWS SageMaker"==e&&(console.log("Adding sagemaker chat models"),Object.entries(t).forEach(e=>{let[t,n]=e;null!==n&&"object"==typeof n&&"litellm_provider"in n&&"sagemaker_chat"===n.litellm_provider&&a.push(t)}))),a}},87526:function(e,t,n){n.d(t,{Z:function(){return C}});var 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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7641-90e15c72e10330f1.js b/litellm/proxy/_experimental/out/_next/static/chunks/7641-90e15c72e10330f1.js
deleted file mode 100644
index b43a64fc045..00000000000
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+++ /dev/null
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deleted file mode 100644
index 7df9c2a2ed9..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7975-6b7ed6bc642c25a1.js b/litellm/proxy/_experimental/out/_next/static/chunks/7975-f6508849159a94d1.js
similarity index 100%
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7996-dc0963f1c599e551.js b/litellm/proxy/_experimental/out/_next/static/chunks/7996-0d49a395a24908e2.js
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index c5ee883a22a..c71cf724cdc 100644
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c.json();return console.log(l),l}catch(e){throw console.error("Failed to fetch spend data:",e),e}},eQ=async e=>{try{let t=u?"".concat(u,"/global/spend/models?limit=5"):"/global/spend/models?limit=5",o=await fetch(t,{method:"GET",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"}});if(!o.ok){let e=await o.json(),t=o6(e);throw y(t),Error(t)}let a=await o.json();return console.log(a),a}catch(e){throw console.error("Failed to create key:",e),e}},eK=async(e,t)=>{try{let o=u?"".concat(u,"/v2/key/info"):"/v2/key/info",a=await fetch(o,{method:"POST",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"},body:JSON.stringify({keys:t})});if(!a.ok){let e=await a.text();if(e.includes("Invalid proxy server token passed"))throw Error("Invalid proxy server token passed");throw y(e),Error("Network response was not ok")}let r=await a.json();return console.log(r),r}catch(e){throw console.error("Failed to create key:",e),e}},e$=async(e,t,o,a)=>{try{console.log("Sending model 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console.log(c),c}catch(e){throw console.error("Failed to create key:",e),e}},e2=async e=>{try{let t=u?"".concat(u,"/user/get_requests"):"/user/get_requests";console.log("in userGetRequesedtModelsCall:",t);let o=await fetch(t,{method:"GET",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"}});if(!o.ok){let e=await o.json(),t=o6(e);throw y(t),Error(t)}let a=await o.json();return console.log(a),a}catch(e){throw console.error("Failed to get requested models:",e),e}},e5=async(e,t,o)=>{try{let a=u?"".concat(u,"/user/daily/activity/aggregated"):"/user/daily/activity/aggregated",r=new URLSearchParams,n=e=>{let t=e.getFullYear(),o=String(e.getMonth()+1).padStart(2,"0"),a=String(e.getDate()).padStart(2,"0");return"".concat(t,"-").concat(o,"-").concat(a)};r.append("start_date",n(t)),r.append("end_date",n(o));let c=r.toString();c&&(a+="?".concat(c));let l=await fetch(a,{method:"GET",headers:{[_]:"Bearer ".concat(e),"Content-Type":"application/json"}});if(!l.ok){let e=await 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deleted file mode 100644
index c46d30ad04b..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/8093-e09634b69e09143b.js
+++ /dev/null
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new file mode 100644
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new file mode 100644
index 00000000000..fd5621d2379
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9111-42e423f1cc12f2de.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9409-6eefc92a7f8433ff.js b/litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9409-6eefc92a7f8433ff.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9409-1623bf2af5cc0af0.js
index d978a180535..7cfaa9df2ab 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/9409-6eefc92a7f8433ff.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9611-58129a2e04664187.js b/litellm/proxy/_experimental/out/_next/static/chunks/9611-50dec6254e4d40d3.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9611-58129a2e04664187.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9611-50dec6254e4d40d3.js
index 8e30124f392..9d639f9a58a 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/9611-58129a2e04664187.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9611-50dec6254e4d40d3.js
@@ -1 +1 @@
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similarity index 98%
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-24010ea17d873963.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-af292c7e3fe771c1.js
similarity index 94%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-24010ea17d873963.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-af292c7e3fe771c1.js
index cb640d6478a..a1f7bc36cd6 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-24010ea17d873963.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-7f7937b24fd4cb5e.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-095a440396c1287c.js
similarity index 54%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/old-usage/page-7f7937b24fd4cb5e.js
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index f33d1d43f6d..0de8e7aff5e 100644
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similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-d25cffcf77e4a4fa.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-b2d3dfdee2f701e4.js
index ba89c10c2a8..0aceabe4478 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-b2d3dfdee2f701e4.js
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-(self.webpackChunk_N_E=self.webpackChunk_N_E||[]).push([[3368],{19235:function(e,n,t){Promise.resolve().then(t.bind(t,81518))},58643:function(e,n,t){"use strict";t.d(n,{OK:function(){return a.Z},nP:function(){return s.Z},td:function(){return o.Z},v0:function(){return i.Z},x4:function(){return r.Z}});var a=t(12485),i=t(18135),o=t(35242),r=t(29706),s=t(77991)},92280:function(e,n,t){"use strict";t.d(n,{x:function(){return a.Z}});var a=t(84264)},80443:function(e,n,t){"use strict";var a=t(2265),i=t(99376),o=t(14474),r=t(3914),s=t(19250);n.Z=()=>{var e,n,t,l,p,u;let m=(0,i.useRouter)(),c="undefined"!=typeof document?(0,r.e)("token"):null;(0,a.useEffect)(()=>{c||m.replace("".concat((0,s.getProxyBaseUrl)(),"/ui/login"))},[c,m]);let d=(0,a.useMemo)(()=>{if(!c)return null;try{return(0,o.o)(c)}catch(e){return(0,r.b)(),m.replace("".concat((0,s.getProxyBaseUrl)(),"/ui/login")),null}},[c,m]);return{token:c,accessToken:null!==(e=null==d?void 0:d.key)&&void 0!==e?e:null,userId:null!==(n=null==d?void 0:d.user_id)&&void 0!==n?n:null,userEmail:null!==(t=null==d?void 0:d.user_email)&&void 0!==t?t:null,userRole:function(e){if(!e)return"Undefined Role";switch(e.toLowerCase()){case"app_owner":case"demo_app_owner":return"App Owner";case"app_admin":case"proxy_admin":return"Admin";case"proxy_admin_viewer":return"Admin Viewer";case"org_admin":return"Org Admin";case"internal_user":return"Internal User";case"internal_user_viewer":case"internal_viewer":return"Internal Viewer";case"app_user":return"App User";default:return"Unknown Role"}}(null!==(l=null==d?void 0:d.user_role)&&void 0!==l?l:null),premiumUser:null!==(p=null==d?void 0:d.premium_user)&&void 0!==p?p:null,disabledPersonalKeyCreation:null!==(u=null==d?void 0:d.disabled_non_admin_personal_key_creation)&&void 0!==u?u:null,showSSOBanner:(null==d?void 0:d.login_method)==="username_password"}}},67479:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,disabled:p}=e,[u,m]=(0,i.useState)([]),[c,d]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){d(!0);try{let e=await (0,r.getGuardrailsList)(l);console.log("Guardrails response:",e),e.guardrails&&(console.log("Guardrails data:",e.guardrails),m(e.guardrails))}catch(e){console.error("Error fetching guardrails:",e)}finally{d(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",disabled:p,placeholder:p?"Setting guardrails is a premium feature.":"Select guardrails",onChange:e=>{console.log("Selected guardrails:",e),n(e)},value:t,loading:c,className:s,options:u.map(e=>(console.log("Mapping guardrail:",e),{label:"".concat(e.guardrail_name),value:e.guardrail_name})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"}})})}},82971:function(e,n,t){"use strict";t.d(n,{L:function(){return i}});var a=t(8443);let i=e=>{let n;let{apiKeySource:t,accessToken:i,apiKey:o,inputMessage:r,chatHistory:s,selectedTags:l,selectedVectorStores:p,selectedGuardrails:u,selectedMCPTools:m,selectedVoice:c,endpointType:d,selectedModel:g,selectedSdk:_,proxySettings:f}=e,h="session"===t?i:o,b=window.location.origin,y=null==f?void 0:f.LITELLM_UI_API_DOC_BASE_URL;y&&y.trim()?b=y:(null==f?void 0:f.PROXY_BASE_URL)&&(b=f.PROXY_BASE_URL);let v=r||"Your prompt here",E=v.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),I=s.filter(e=>!e.isImage).map(e=>{let{role:n,content:t}=e;return{role:n,content:t}}),x={};l.length>0&&(x.tags=l),p.length>0&&(x.vector_stores=p),u.length>0&&(x.guardrails=u);let w=g||"your-model-name",S="azure"===_?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(b,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(b,'"\n)');switch(d){case a.KP.CHAT:{let e=Object.keys(x).length>0,t="";if(e){let e=JSON.stringify({metadata:x},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=I.length>0?I:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(x).length>0,t="";if(e){let e=JSON.stringify({metadata:x},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=I.length>0?I:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(c,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:u=!1}=e,[m,c]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&c(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:m.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:u})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,1442,2926,2409,353,1994,8565,3709,5319,7906,816,7271,766,611,9984,8049,5301,1518,2971,2117,1744],function(){return e(e.s=19235)}),_N_E=e.O()}]);
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(x).length>0,t="";if(e){let e=JSON.stringify({metadata:x},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=I.length>0?I:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(c,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:u=!1}=e,[m,c]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&c(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:m.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:u})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,1442,2926,2409,353,1994,8565,3709,5319,7906,816,7271,2586,8345,8049,1253,9039,2971,2117,1744],function(){return e(e.s=49568)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-1d68edc5e87173ad.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-1d68edc5e87173ad.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-ef663529e61f8777.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-ef663529e61f8777.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/logging-and-alerts/page-58549a63fe8cb1d3.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/logging-and-alerts/page-58549a63fe8cb1d3.js
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index 00000000000..c2139dc641f
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-13e85c0490a8871d.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-f893c3922f94dd67.js
similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-13e85c0490a8871d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-f893c3922f94dd67.js
index b8385bfc2d7..48f414d9ed3 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-13e85c0490a8871d.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-47cdf1d487c6a0b9.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-5eb58c1020c66bd3.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-47cdf1d487c6a0b9.js
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index 25f600b340b..e31ee0be40c 100644
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or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(I,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(x).length>0,t="";if(e){let e=JSON.stringify({metadata:x},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=v.length>0?v:[{role:"user",content:E}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(I,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(I,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(w,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case a.KP.TRANSCRIPTION:n='\n# Open the audio file\naudio_file = open("path/to/your/audio/file.mp3", "rb")\n\n# Make the transcription request\nresponse = client.audio.transcriptions.create(\n	model="'.concat(w,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case a.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(w,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(c,'"  # Options: alloy, ash, ballad, coral, echo, fable, nova, onyx, sage, shimmer\n)\n\n# Save the audio to a file\noutput_filename = "output_speech.mp3"\nresponse.stream_to_file(output_filename)\nprint(f"Audio saved to {output_filename}")\n\n# Optional: Customize response format and speed\n# response = client.audio.speech.create(\n#     model="').concat(w,'",\n#     input="').concat(r||"Your text to convert to speech here",'",\n#     voice="alloy",\n#     response_format="mp3",  # Options: mp3, opus, aac, flac, wav, pcm\n#     speed=1.0  # Range: 0.25 to 4.0\n# )\n# response.stream_to_file("output_speech.mp3")\n');break;default:n="\n# Code generation for this endpoint is not implemented yet."}return"".concat(S,"\n").concat(n)}},8443:function(e,n,t){"use strict";var a,i,o,r;t.d(n,{KP:function(){return i},vf:function(){return l}}),(o=a||(a={})).AUDIO_SPEECH="audio_speech",o.AUDIO_TRANSCRIPTION="audio_transcription",o.IMAGE_GENERATION="image_generation",o.VIDEO_GENERATION="video_generation",o.CHAT="chat",o.RESPONSES="responses",o.IMAGE_EDITS="image_edits",o.ANTHROPIC_MESSAGES="anthropic_messages",o.EMBEDDING="embedding",(r=i||(i={})).IMAGE="image",r.VIDEO="video",r.CHAT="chat",r.RESPONSES="responses",r.IMAGE_EDITS="image_edits",r.ANTHROPIC_MESSAGES="anthropic_messages",r.EMBEDDINGS="embeddings",r.SPEECH="speech",r.TRANSCRIPTION="transcription",r.A2A_AGENTS="a2a_agents";let s={image_generation:"image",video_generation:"video",chat:"chat",responses:"responses",image_edits:"image_edits",anthropic_messages:"anthropic_messages",audio_speech:"speech",audio_transcription:"transcription",embedding:"embeddings"},l=e=>{if(console.log("getEndpointType:",e),Object.values(a).includes(e)){let n=s[e];return console.log("endpointType:",n),n}return"chat"}},10703:function(e,n,t){"use strict";t.d(n,{p:function(){return i}});var a=t(19250);let i=async e=>{try{let n=await (0,a.modelHubCall)(e);if(console.log("model_info:",n),(null==n?void 0:n.data.length)>0){let e=n.data.map(e=>({model_group:e.model_group,mode:null==e?void 0:e.mode}));return e.sort((e,n)=>e.model_group.localeCompare(n.model_group)),e}return[]}catch(e){throw console.error("Error fetching model info:",e),e}}},97415:function(e,n,t){"use strict";var a=t(57437),i=t(2265),o=t(37592),r=t(19250);n.Z=e=>{let{onChange:n,value:t,className:s,accessToken:l,placeholder:p="Select vector stores",disabled:u=!1}=e,[m,c]=(0,i.useState)([]),[d,g]=(0,i.useState)(!1);return(0,i.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&c(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,a.jsx)("div",{children:(0,a.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,options:m.map(e=>({label:"".concat(e.vector_store_name||e.vector_store_id," (").concat(e.vector_store_id,")"),value:e.vector_store_id,title:e.vector_store_description||e.vector_store_id})),optionFilterProp:"label",showSearch:!0,style:{width:"100%"},disabled:u})})}},91624:function(e,n,t){"use strict";t.d(n,{C:function(){return i}});var a=t(19250);let i=async e=>{if(!e)return null;try{return await (0,a.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,4865,337,8135,2409,353,1994,8565,3709,5319,7906,816,7271,2586,8717,8049,1253,2971,2117,1744],function(){return e(e.s=35831)}),_N_E=e.O()}]);
\ No newline at end of file
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-8d9af65cacb43592.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-8d9af65cacb43592.js
deleted file mode 100644
index 85f21c2f00b..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/test-key/page-8d9af65cacb43592.js
+++ /dev/null
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openai.AzureOpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(b,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(h||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(b,'"\n)');switch(d){case a.KP.CHAT:{let e=Object.keys(I).length>0,t="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.chat.completions.create(\n    model="'.concat(w,'",\n    messages=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.chat.completions.create(\n#     model="').concat(w,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(E,'"\n#                 },\n#                 {\n#                     "type": "image_url",\n#                     "image_url": {\n#                         "url": f"data:image/jpeg;base64,{base64_file}"  # or data:application/pdf;base64,{base64_file}\n#                     }\n#                 }\n#             ]\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file)\n");break}case a.KP.RESPONSES:{let e=Object.keys(I).length>0,t="";if(e){let e=JSON.stringify({metadata:I},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let a=x.length>0?x:[{role:"user",content:v}];n='\nimport base64\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n    with open(image_path, "rb") as image_file:\n        return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# Example with text only\nresponse = client.responses.create(\n    model="'.concat(w,'",\n    input=').concat(JSON.stringify(a,null,4)).concat(t,'\n)\n\nprint(response.output_text)\n\n# Example with image or PDF (uncomment and provide file path to use)\n# base64_file = encode_image("path/to/your/file.jpg")  # or .pdf\n# response_with_file = client.responses.create(\n#     model="').concat(w,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(E,'"},\n#                 {\n#                     "type": "input_image",\n#                     "image_url": f"data:image/jpeg;base64,{base64_file}",  # or data:application/pdf;base64,{base64_file}\n#                 },\n#             ],\n#         }\n#     ]').concat(t,"\n# )\n# print(response_with_file.output_text)\n");break}case a.KP.IMAGE:n="azure"===_?"\n# NOTE: The Azure SDK does not have a direct equivalent to the multi-modal 'responses.create' method shown for OpenAI.\n# This snippet uses 'client.images.generate' and will create a new image based on your prompt.\n# It does not use the uploaded image, as 'client.images.generate' does not support image inputs in this context.\nimport os\nimport requests\nimport json\nimport time\nfrom PIL import Image\n\nresult = client.images.generate(\n	model=\"".concat(w,'",\n	prompt="').concat(r,'",\n	n=1\n)\n\njson_response = json.loads(result.model_dump_json())\n\n# Set the directory for the stored image\nimage_dir = os.path.join(os.curdir, \'images\')\n\n# If the directory doesn\'t exist, create it\nif not os.path.isdir(image_dir):\n	os.mkdir(image_dir)\n\n# Initialize the image path\nimage_filename = f"generated_image_{int(time.time())}.png"\nimage_path = os.path.join(image_dir, image_filename)\n\ntry:\n	# Retrieve the generated image\n	if json_response.get("data") && len(json_response["data"]) > 0 && json_response["data"][0].get("url"):\n			image_url = json_response["data"][0]["url"]\n			generated_image = requests.get(image_url).content\n			with open(image_path, "wb") as image_file:\n					image_file.write(generated_image)\n\n			print(f"Image saved to {image_path}")\n			# Display the image\n			image = Image.open(image_path)\n			image.show()\n	else:\n			print("Could not find image URL in response.")\n			print("Full response:", json_response)\nexcept Exception as e:\n	print(f"An error occurred: {e}")\n	print("Full response:", json_response)\n'):"\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n');break;case a.KP.IMAGE_EDITS:n="azure"===_?'\nimport base64\nimport os\nimport time\nimport json\nfrom PIL import Image\nimport requests\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, "rb") as image_file:\n			return base64.b64encode(image_file.read()).decode(\'utf-8\')\n\n# The prompt entered by the user\nprompt = "'.concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. Model response:")\n			print("\\n".join(text_response))\n	else:\n			print("No image data found in response.")\n	print("Full response for debugging:")\n	print(response)\n'):"\nimport base64\nimport os\nimport time\n\n# Helper function to encode images to base64\ndef encode_image(image_path):\n	with open(image_path, \"rb\") as image_file:\n			return base64.b64encode(image_file.read()).decode('utf-8')\n\n# Helper function to create a file (simplified for this example)\ndef create_file(image_path):\n	# In a real implementation, this would upload the file to OpenAI\n	# For this example, we'll just return a placeholder ID\n	return f\"file_{os.path.basename(image_path).replace('.', '_')}\"\n\n# The prompt entered by the user\nprompt = \"".concat(E,'"\n\n# Encode images to base64\nbase64_image1 = encode_image("body-lotion.png")\nbase64_image2 = encode_image("soap.png")\n\n# Create file IDs\nfile_id1 = create_file("body-lotion.png")\nfile_id2 = create_file("incense-kit.png")\n\nresponse = client.responses.create(\n	model="').concat(w,'",\n	input=[\n			{\n					"role": "user",\n					"content": [\n							{"type": "input_text", "text": prompt},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image1}",\n							},\n							{\n									"type": "input_image",\n									"image_url": f"data:image/jpeg;base64,{base64_image2}",\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id1,\n							},\n							{\n									"type": "input_image",\n									"file_id": file_id2,\n							}\n					],\n			}\n	],\n	tools=[{"type": "image_generation"}],\n)\n\n# Process the response\nimage_generation_calls = [\n	output\n	for output in response.output\n	if output.type == "image_generation_call"\n]\n\nimage_data = [output.result for output in image_generation_calls]\n\nif image_data:\n	image_base64 = image_data[0]\n	image_filename = f"edited_image_{int(time.time())}.png"\n	with open(image_filename, "wb") as f:\n			f.write(base64.b64decode(image_base64))\n	print(f"Image saved to {image_filename}")\nelse:\n	# If no image is generated, there might be a text response with an explanation\n	text_response = [output.text for output in response.output if hasattr(output, \'text\')]\n	if text_response:\n			print("No image generated. 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rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/vector-stores/page-6d8994d3b2dee715.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/css/fb4a023a73ee997b.css b/litellm/proxy/_experimental/out/_next/static/css/fb4a023a73ee997b.css
new file mode 100644
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+++ b/litellm/proxy/_experimental/out/_next/static/css/fb4a023a73ee997b.css
@@ -0,0 +1,3 @@
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index 16dfdea5c22..f82972f72fe 100644
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diff --git a/litellm/proxy/_experimental/out/settings/logging-and-alerts.txt b/litellm/proxy/_experimental/out/settings/logging-and-alerts.txt
index 7c09caa47c6..f02f21df435 100644
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diff --git a/litellm/proxy/_new_secret_config.yaml b/litellm/proxy/_new_secret_config.yaml
index bb0981b73d6..df632ad453f 100644
--- a/litellm/proxy/_new_secret_config.yaml
+++ b/litellm/proxy/_new_secret_config.yaml
@@ -10,11 +10,25 @@ model_list:
     litellm_params:
       model: openai/gpt-4.1-mini
 
+
+# guardrails:
+#   - guardrail_name: generic-guardrail
+#     litellm_params:
+#       guardrail: generic_guardrail_api
+#       mode: ["pre_call"]
+#       headers:
+#         Authorization: Bearer mock-bedrock-token-12345
+#       api_base: http://localhost:8080
+#       default_on: true
+
 prompts:
   - prompt_id: "simple_prompt"
     litellm_params:
-      prompt_id: "UHJvbXB0VmVyc2lvbjox"
-      prompt_integration: "arize_phoenix"
-      api_base: https://app.phoenix.arize.com/s/krrishdholakia
-      ignore_prompt_manager_model: true # ignores model from prompt manager
-      ignore_prompt_manager_optional_params: true # ignores optional params from prompt manager - e.g. temperature, max_tokens, etc.
\ No newline at end of file
+      prompt_integration: "generic_prompt_management"
+      provider_specific_query_params:
+        project_name: litellm
+        slug: hello-world-prompt-2bac
+      api_base: http://localhost:8080
+      api_key: os.environ/BRAINTRUST_API_KEY
+      ignore_prompt_manager_model: true
+      ignore_prompt_manager_optional_params: true
diff --git a/litellm/proxy/_types.py b/litellm/proxy/_types.py
index a76482db464..d507b6b5ac3 100644
--- a/litellm/proxy/_types.py
+++ b/litellm/proxy/_types.py
@@ -3685,6 +3685,8 @@ class LiteLLM_ManagedFileTable(LiteLLMPydanticObjectBase):
     flat_model_file_ids: List[str]
     created_by: Optional[str]
     updated_by: Optional[str]
+    storage_backend: Optional[str] = None  
+    storage_url: Optional[str] = None 
 
 
 class LiteLLM_ManagedObjectTable(LiteLLMPydanticObjectBase):
diff --git a/litellm/proxy/auth/handle_jwt.py b/litellm/proxy/auth/handle_jwt.py
index ed6877d1469..17ff0de9f7b 100644
--- a/litellm/proxy/auth/handle_jwt.py
+++ b/litellm/proxy/auth/handle_jwt.py
@@ -1029,6 +1029,47 @@ class JWTAuthManager:
             )
         return True
 
+    @staticmethod
+    def get_team_id_from_header(
+        request_headers: Optional[dict],
+        allowed_team_ids: Set[str],
+    ) -> Optional[str]:
+        """
+        Extract team_id from x-litellm-team-id header if present.
+        Validates that the team is in the user's allowed teams from JWT.
+
+        Args:
+            request_headers: Dictionary of request headers
+            allowed_team_ids: Set of team IDs the user is allowed to access (from JWT)
+
+        Returns:
+            The team_id from header if valid, None otherwise
+
+        Raises:
+            HTTPException: If team_id is provided but not in allowed_team_ids
+        """
+        if not request_headers:
+            return None
+
+        # Normalize headers to lowercase for case-insensitive lookup
+        normalized_headers = {k.lower(): v for k, v in request_headers.items()}
+        header_team_id = normalized_headers.get("x-litellm-team-id")
+
+        if not header_team_id:
+            return None
+
+        # Validate that the team_id is in the allowed teams
+        if header_team_id not in allowed_team_ids:
+            raise HTTPException(
+                status_code=403,
+                detail=f"Team '{header_team_id}' from x-litellm-team-id header is not in your JWT's allowed teams. Allowed teams: {list(allowed_team_ids)}",
+            )
+
+        verbose_proxy_logger.debug(
+            f"Using team_id from x-litellm-team-id header: {header_team_id}"
+        )
+        return header_team_id
+
     @staticmethod
     async def map_user_to_teams(
         user_object: Optional[LiteLLM_UserTable],
@@ -1140,6 +1181,7 @@ class JWTAuthManager:
         user_api_key_cache: DualCache,
         parent_otel_span: Optional[Span],
         proxy_logging_obj: ProxyLogging,
+        request_headers: Optional[dict] = None,
     ) -> JWTAuthBuilderResult:
         """Main authentication and authorization builder"""
         # Check if OIDC UserInfo endpoint is enabled
@@ -1216,9 +1258,28 @@ class JWTAuthManager:
             return admin_result
 
         # Get team with model access
-        ## SPECIFIC TEAM ID
+        ## Check if team_id is specified via x-litellm-team-id header
+        all_team_ids = JWTAuthManager.get_all_team_ids(jwt_handler, jwt_valid_token)
+        specific_team_id = jwt_handler.get_team_id(token=jwt_valid_token, default_value=None)
+        if specific_team_id:
+            all_team_ids.add(specific_team_id)
 
-        if not team_id:
+        header_team_id = JWTAuthManager.get_team_id_from_header(
+            request_headers=request_headers,
+            allowed_team_ids=all_team_ids,
+        )
+        if header_team_id:
+            team_id = header_team_id
+            team_object = await get_team_object(
+                team_id=team_id,
+                prisma_client=prisma_client,
+                user_api_key_cache=user_api_key_cache,
+                parent_otel_span=parent_otel_span,
+                proxy_logging_obj=proxy_logging_obj,
+                team_id_upsert=jwt_handler.litellm_jwtauth.team_id_upsert,
+            )
+        elif not team_id:
+            ## SPECIFIC TEAM ID
             (
                 team_id,
                 team_object,
@@ -1233,7 +1294,6 @@ class JWTAuthManager:
 
         if not team_object and not team_id:
             ## CHECK USER GROUP ACCESS
-            all_team_ids = JWTAuthManager.get_all_team_ids(jwt_handler, jwt_valid_token)
             team_id, team_object = await JWTAuthManager.find_team_with_model_access(
                 team_ids=all_team_ids,
                 requested_model=request_data.get("model"),
diff --git a/litellm/proxy/auth/user_api_key_auth.py b/litellm/proxy/auth/user_api_key_auth.py
index a3c78af20f9..d0c284e921c 100644
--- a/litellm/proxy/auth/user_api_key_auth.py
+++ b/litellm/proxy/auth/user_api_key_auth.py
@@ -517,6 +517,7 @@ async def _user_api_key_auth_builder(  # noqa: PLR0915
                     user_api_key_cache=user_api_key_cache,
                     proxy_logging_obj=proxy_logging_obj,
                     parent_otel_span=parent_otel_span,
+                    request_headers=dict(request.headers),
                 )
 
                 is_proxy_admin = result["is_proxy_admin"]
diff --git a/litellm/proxy/common_request_processing.py b/litellm/proxy/common_request_processing.py
index 0d2ffc70f29..3f04ce39336 100644
--- a/litellm/proxy/common_request_processing.py
+++ b/litellm/proxy/common_request_processing.py
@@ -229,6 +229,19 @@ class ProxyBaseLLMRequestProcessing:
             litellm_logging_obj=litellm_logging_obj
         )
 
+        # Calculate updated spend for header (include current response_cost)
+        current_spend = user_api_key_dict.spend or 0.0
+        updated_spend = current_spend
+        if response_cost is not None:
+            try:
+                # Convert response_cost to float if it's a string
+                cost_value = float(response_cost) if isinstance(response_cost, str) else response_cost
+                if cost_value > 0:
+                    updated_spend = current_spend + cost_value
+            except (ValueError, TypeError):
+                # If conversion fails, use original spend
+                pass
+
         headers = {
             "x-litellm-call-id": call_id,
             "x-litellm-model-id": model_id,
@@ -248,7 +261,7 @@ class ProxyBaseLLMRequestProcessing:
             "x-litellm-key-tpm-limit": str(user_api_key_dict.tpm_limit),
             "x-litellm-key-rpm-limit": str(user_api_key_dict.rpm_limit),
             "x-litellm-key-max-budget": str(user_api_key_dict.max_budget),
-            "x-litellm-key-spend": str(user_api_key_dict.spend),
+            "x-litellm-key-spend": str(updated_spend),
             "x-litellm-response-duration-ms": str(
                 hidden_params.get("_response_ms", None)
             ),
diff --git a/litellm/proxy/common_utils/callback_utils.py b/litellm/proxy/common_utils/callback_utils.py
index 90f82580f1e..76c54332fa3 100644
--- a/litellm/proxy/common_utils/callback_utils.py
+++ b/litellm/proxy/common_utils/callback_utils.py
@@ -359,7 +359,11 @@ def get_remaining_tokens_and_requests_from_request_data(data: Dict) -> Dict[str,
 
 
 def get_logging_caching_headers(request_data: Dict) -> Optional[Dict]:
-    _metadata = request_data.get("metadata", None) or {}
+    _metadata = request_data.get("metadata", None)
+    if not _metadata:
+        _metadata = request_data.get("litellm_metadata", None)
+    if not isinstance(_metadata, dict):
+        _metadata = {}
     headers = {}
     if "applied_guardrails" in _metadata:
         headers["x-litellm-applied-guardrails"] = ",".join(
@@ -369,6 +373,12 @@ def get_logging_caching_headers(request_data: Dict) -> Optional[Dict]:
     if "semantic-similarity" in _metadata:
         headers["x-litellm-semantic-similarity"] = str(_metadata["semantic-similarity"])
 
+    pillar_headers = _metadata.get("pillar_response_headers")
+    if isinstance(pillar_headers, dict):
+        headers.update(pillar_headers)
+    elif "pillar_flagged" in _metadata:
+        headers["x-pillar-flagged"] = str(_metadata["pillar_flagged"]).lower()
+
     return headers
 
 
diff --git a/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py b/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py
index 74903cc52a4..0df610177e5 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/pillar/pillar.py
@@ -6,8 +6,10 @@
 # +-------------------------------------------------------------+
 
 # Standard library imports
+import json
 import os
-from typing import TYPE_CHECKING, Any, Dict, Literal, Optional, Tuple, Type, Union
+from urllib.parse import quote
+from typing import TYPE_CHECKING, Any, Dict, List, Literal, Optional, Tuple, Type, Union
 
 # Third-party imports
 from fastapi import HTTPException
@@ -28,6 +30,7 @@ from litellm.llms.custom_httpx.http_handler import (
 from litellm.proxy._types import UserAPIKeyAuth
 from litellm.proxy.common_utils.callback_utils import (
     add_guardrail_to_applied_guardrails_header,
+    get_metadata_variable_name_from_kwargs,
 )
 from litellm.types.guardrails import GuardrailEventHooks
 from litellm.types.utils import LLMResponseTypes
@@ -35,6 +38,109 @@ from litellm.types.utils import LLMResponseTypes
 if TYPE_CHECKING:
     from litellm.types.proxy.guardrails.guardrail_hooks.base import GuardrailConfigModel
 
+MAX_PILLAR_HEADER_VALUE_BYTES = 8 * 1024
+
+
+def _encode_json_for_header(data: Any) -> str:
+    """
+    JSON-serialize and URL-encode data for safe header transmission.
+    """
+    json_payload = json.dumps(data, ensure_ascii=False, separators=(",", ":"))
+    return quote(json_payload, safe="")
+
+
+def _truncate_evidence_payload(
+    evidence: Any, max_bytes: int = MAX_PILLAR_HEADER_VALUE_BYTES
+) -> Tuple[Any, str, bool]:
+    """
+    Truncate evidence payload so the encoded header value stays within max_bytes.
+
+    Returns:
+        truncated_evidence: Evidence list/value after truncation
+        encoded_value: URL-encoded JSON string for header
+        was_truncated: Whether truncation occurred
+    """
+    if not isinstance(evidence, list):
+        encoded = _encode_json_for_header(evidence)
+        if len(encoded.encode("utf-8")) <= max_bytes:
+            return evidence, encoded, False
+        truncated_value = "[truncated]"
+        return truncated_value, _encode_json_for_header(truncated_value), True
+
+    truncated: List[Any] = []
+    encoded = _encode_json_for_header(truncated)
+    truncated_flag = False
+
+    for entry in evidence:
+        working_entry: Any
+        if isinstance(entry, dict):
+            working_entry = dict(entry)
+        else:
+            working_entry = entry
+
+        truncated.append(working_entry)
+        encoded = _encode_json_for_header(truncated)
+
+        if len(encoded.encode("utf-8")) <= max_bytes:
+            continue
+
+        truncated_flag = True
+        if isinstance(working_entry, dict):
+            evidence_text = str(working_entry.get("evidence", ""))
+            if evidence_text:
+                step = max(1, len(evidence_text) // 2)
+                while len(encoded.encode("utf-8")) > max_bytes and evidence_text:
+                    evidence_text = (
+                        evidence_text[:-step] if len(evidence_text) > step else evidence_text[:-1]
+                    )
+                    step = max(1, step // 2)
+                    truncated_text = (
+                        f"{evidence_text}...[truncated]" if evidence_text else "[truncated]"
+                    )
+                    working_entry["evidence"] = truncated_text
+                    working_entry["evidence_truncated"] = True
+                    encoded = _encode_json_for_header(truncated)
+
+                if len(encoded.encode("utf-8")) <= max_bytes:
+                    continue
+
+        truncated.pop()
+        encoded = _encode_json_for_header(truncated)
+
+    return truncated, encoded, truncated_flag
+
+
+def build_pillar_response_headers(metadata_store: Dict[str, Any]) -> Dict[str, str]:
+    """
+    Create URL-safe Pillar response headers and apply truncation metadata.
+    """
+    headers: Dict[str, str] = {}
+
+    if "pillar_flagged" in metadata_store:
+        headers["x-pillar-flagged"] = str(metadata_store["pillar_flagged"]).lower()
+
+    if "pillar_scanners" in metadata_store:
+        headers["x-pillar-scanners"] = _encode_json_for_header(metadata_store["pillar_scanners"])
+
+    if "pillar_evidence" in metadata_store:
+        truncated_evidence, encoded_value, truncated_flag = _truncate_evidence_payload(
+            metadata_store["pillar_evidence"]
+        )
+        metadata_store["pillar_evidence"] = truncated_evidence
+        if truncated_flag:
+            metadata_store["pillar_evidence_truncated"] = True
+        headers["x-pillar-evidence"] = encoded_value
+
+    if "pillar_session_id_response" in metadata_store:
+        headers["x-pillar-session-id"] = quote(
+            str(metadata_store["pillar_session_id_response"]), safe=""
+        )
+
+    if headers:
+        metadata_store["pillar_response_headers"] = headers
+
+    return headers
+
 
 # Exception classes
 class PillarGuardrailMissingSecrets(Exception):
@@ -637,15 +743,31 @@ class PillarGuardrail(CustomGuardrail):
 
         flagged = pillar_response.get("flagged", False)
 
+        metadata_field = get_metadata_variable_name_from_kwargs(original_data)
+        if metadata_field not in original_data or not isinstance(original_data.get(metadata_field), dict):
+            original_data[metadata_field] = {}
+        metadata_store = original_data[metadata_field]
+
+        # Backwards compatibility - ensure metadata alias exists when different key used
+        if metadata_field != "metadata":
+            if "metadata" not in original_data or not isinstance(original_data.get("metadata"), dict):
+                original_data["metadata"] = metadata_store
+
         # Store session_id from Pillar response for potential reuse
         pillar_session_id = pillar_response.get("session_id")
         if pillar_session_id:
             verbose_proxy_logger.debug(f"Pillar Guardrail: Received session_id from server: {pillar_session_id}")
             # Store in request metadata for use in subsequent hooks
-            if "metadata" not in original_data:
-                original_data["metadata"] = {}
-            if "pillar_session_id" not in original_data["metadata"]:
-                original_data["metadata"]["pillar_session_id"] = pillar_session_id
+            if "pillar_session_id" not in metadata_store:
+                metadata_store["pillar_session_id"] = pillar_session_id
+            metadata_store["pillar_session_id_response"] = pillar_session_id
+
+        # Always set flagged status and scanner/evidence data for monitor mode
+        metadata_store["pillar_flagged"] = flagged
+        if self.include_scanners:
+            metadata_store["pillar_scanners"] = pillar_response.get("scanners", {})
+        if self.include_evidence:
+            metadata_store["pillar_evidence"] = pillar_response.get("evidence", [])
 
         if flagged:
             verbose_proxy_logger.warning("Pillar Guardrail: Threat detected")
@@ -654,6 +776,8 @@ class PillarGuardrail(CustomGuardrail):
             elif self.on_flagged_action == "monitor":
                 verbose_proxy_logger.info("Pillar Guardrail: Monitoring mode - allowing flagged content to proceed")
 
+        build_pillar_response_headers(metadata_store)
+
     def _raise_pillar_detection_exception(self, pillar_response: Dict[str, Any]) -> None:
         """
         Raise an HTTPException for Pillar security detections.
diff --git a/litellm/proxy/openai_files_endpoints/common_utils.py b/litellm/proxy/openai_files_endpoints/common_utils.py
index c5b58e06d4b..d51336ef0b3 100644
--- a/litellm/proxy/openai_files_endpoints/common_utils.py
+++ b/litellm/proxy/openai_files_endpoints/common_utils.py
@@ -1,7 +1,12 @@
 import base64
+import mimetypes
 import re
+from dataclasses import dataclass, field
 from typing import List, Literal, Optional, Union
 
+from fastapi import Request
+
+from litellm.proxy.common_utils.http_parsing_utils import _read_request_body
 from litellm.types.utils import SpecialEnums
 
 
@@ -339,3 +344,294 @@ def handle_model_based_routing(
     
     # No model-based routing needed
     return False, None, None, None
+
+
+# ============================================================================
+#                    MIME TYPE DETECTION AND NORMALIZATION
+# ============================================================================
+
+
+# Gemini-supported image MIME types
+GEMINI_SUPPORTED_IMAGE_TYPES = {
+    "image/png",
+    "image/jpeg",
+    "image/webp",
+}
+
+# Gemini-supported video MIME types
+GEMINI_SUPPORTED_VIDEO_TYPES = {
+    "video/3gpp",
+    "video/wmv",
+    "video/webm",
+    "video/mp4",
+    "video/mpg",
+    "video/mpegps",
+    "video/mpeg",
+    "video/quicktime",
+    "video/x-flv",
+}
+
+# Gemini-supported audio MIME types
+GEMINI_SUPPORTED_AUDIO_TYPES = {
+    "audio/webm",
+    "audio/wav",
+    "audio/pcm",
+    "audio/opus",
+    "audio/mp4",
+    "audio/mpga",
+    "audio/mpeg",
+    "audio/m4a",
+    "audio/mp3",
+    "audio/flac",
+    "audio/aac",
+}
+
+# Gemini-supported document MIME types
+GEMINI_SUPPORTED_DOCUMENT_TYPES = {
+    "text/plain",
+    "application/pdf",
+}
+
+# Mapping of common file extensions to MIME types
+# This extends Python's mimetypes with custom mappings
+EXTENSION_TO_MIME_TYPE = {
+    ".jpg": "image/jpeg",  # Normalize jpg to jpeg
+    ".jpeg": "image/jpeg",
+    ".png": "image/png",
+    ".webp": "image/webp",
+    ".pdf": "application/pdf",
+    ".mp3": "audio/mpeg",
+    ".wav": "audio/wav",
+    ".m4a": "audio/mp4",
+}
+
+
+def detect_content_type_from_filename(filename: str) -> str:
+    """
+    Detect content type from filename using extension.
+    
+    Uses Python's mimetypes module with custom overrides for common cases.
+    Normalizes jpg to jpeg for consistency.
+    """
+    if not filename:
+        return "application/octet-stream"
+    
+    # Try custom mapping first
+    filename_lower = filename.lower()
+    for ext, mime_type in EXTENSION_TO_MIME_TYPE.items():
+        if filename_lower.endswith(ext):
+            return mime_type
+    
+    # Fall back to Python's mimetypes
+    mime_type_guess, _ = mimetypes.guess_type(filename)
+    if mime_type_guess is not None:
+        return mime_type_guess
+    
+    return "application/octet-stream"
+
+
+def normalize_mime_type_for_provider(
+    mime_type: str, provider: Optional[str] = None
+) -> str:
+    """
+    Normalize MIME type for specific provider requirements.
+    
+    Currently handles:
+    - Gemini: Normalizes image/jpg to image/jpeg
+    
+    Args:
+        mime_type: Original MIME type
+        provider: Provider name (e.g., "gemini", "vertex_ai")
+        
+    Returns:
+        str: Normalized MIME type
+    """
+    normalized = mime_type.lower().strip()
+    
+    # Gemini/Vertex AI requires image/jpeg, not image/jpg
+    if provider and ("gemini" in provider.lower() or "vertex_ai" in provider.lower()):
+        if normalized == "image/jpg":
+            normalized = "image/jpeg"
+    
+    # General normalization: always normalize jpg to jpeg
+    if normalized == "image/jpg":
+        normalized = "image/jpeg"
+    
+    return normalized
+
+
+def is_gemini_supported_mime_type(mime_type: str) -> bool:
+    """
+    Check if a MIME type is supported by Gemini multimodal models.
+    
+    Supported categories:
+    - Images: image/png, image/jpeg, image/webp
+    - Video: 3gpp, wmv, webm, mp4, mpg, mpegps, mpeg, quicktime, x-flv
+    - Audio: webm, wav, pcm, opus, mp4, mpga, mpeg, m4a, mp3, flac, aac
+    - Documents: text/plain, application/pdf
+    
+    Args:
+        mime_type: MIME type to check
+        
+    Returns:
+        bool: True if supported, False otherwise
+    """
+    normalized = normalize_mime_type_for_provider(mime_type, provider="gemini")
+    return normalized in (
+        GEMINI_SUPPORTED_IMAGE_TYPES
+        | GEMINI_SUPPORTED_VIDEO_TYPES
+        | GEMINI_SUPPORTED_AUDIO_TYPES
+        | GEMINI_SUPPORTED_DOCUMENT_TYPES
+    )
+
+
+def get_content_type_from_file_object(file_object: Optional[dict]) -> str:
+    """
+    Determine content type from file object (from database or API response).
+    
+    Extracts filename from file object and uses detect_content_type_from_filename.
+    Falls back to default if file object is invalid or filename not found.
+    
+    Args:
+        file_object: File object dictionary (can be None)
+        
+    Returns:
+        str: MIME type (defaults to "application/octet-stream" if cannot be determined)
+    """
+    if not file_object:
+        return "application/octet-stream"
+    
+    # Handle JSON string
+    if isinstance(file_object, str):
+        import json
+        try:
+            file_object = json.loads(file_object)
+        except json.JSONDecodeError:
+            return "application/octet-stream"
+    
+    if not isinstance(file_object, dict):
+        return "application/octet-stream"
+    
+    # Try to get filename
+    filename = file_object.get("filename", "")
+    if filename:
+        return detect_content_type_from_filename(filename)
+    
+    return "application/octet-stream"
+
+
+# ============================================================================
+#                    REQUEST PARAMETER EXTRACTION
+# ============================================================================
+
+
+@dataclass
+class FileCreationParams:
+    """
+    Structured parameters extracted from file creation requests.
+    
+    Attributes:
+        target_storage: Storage backend name (e.g., "azure_storage", "default")
+        target_model_names: List of model names for managed files
+        model: Model parameter for multi-account routing
+    """
+    
+    target_storage: str = "default"
+    target_model_names: List[str] = field(default_factory=list)
+    model: Optional[str] = None
+    
+    def __post_init__(self):
+        """Normalize and validate parameters after initialization."""
+        if self.target_model_names is None:
+            self.target_model_names = []
+        
+        # Normalize target_storage
+        if not self.target_storage:
+            self.target_storage = "default"
+        
+        # Strip whitespace from model names
+        self.target_model_names = [name.strip() for name in self.target_model_names if name.strip()]
+
+
+async def extract_file_creation_params(
+    request: Request,
+    request_body: Optional[dict] = None,
+    target_model_names_form: Optional[str] = None,
+    target_storage_form: Optional[str] = None,
+) -> FileCreationParams:
+    """
+    Extract file creation parameters from request.
+    
+    Args:
+        request: FastAPI request object
+        request_body: Optional pre-parsed request body
+        target_model_names_form: target_model_names from form field (comma-separated string)
+        target_storage_form: target_storage from form field (defaults to "default")
+        
+    Returns:
+        FileCreationParams: Structured parameters extracted from the request
+    """
+    if request_body is None:
+        request_body = await _read_request_body(request=request) or {}
+    
+    # Extract target_storage (simplified - just use form parameter)
+    target_storage = _extract_target_storage_simple(target_storage_form)
+    
+    # Extract target_model_names (simplified - just use form parameter)
+    target_model_names = _extract_target_model_names_simple(target_model_names_form)
+    
+    # Extract model parameter
+    model = _extract_model_param(request, request_body)
+    
+    return FileCreationParams(
+        target_storage=target_storage,
+        target_model_names=target_model_names,
+        model=model,
+    )
+
+
+def _extract_target_storage_simple(target_storage_form: Optional[str] = None) -> str:
+    """
+    Extract target_storage parameter from form field.
+    
+    Args:
+        target_storage_form: target_storage from form field
+        
+    Returns:
+        str: Target storage backend name, or "default"
+    """
+    if target_storage_form:
+        return target_storage_form.strip()
+    return "default"
+
+
+def _extract_target_model_names_simple(target_model_names_form: Optional[str] = None) -> List[str]:
+    """
+    Extract target_model_names parameter from form field.
+    """
+    if not target_model_names_form:
+        return []
+    
+    # Parse comma-separated string into list
+    if isinstance(target_model_names_form, str):
+        return [name.strip() for name in target_model_names_form.split(",") if name.strip()]
+    elif isinstance(target_model_names_form, list):
+        return [str(name).strip() for name in target_model_names_form if name]
+    
+    return []
+
+
+def _extract_model_param(request: Request, request_body: dict) -> Optional[str]:
+    """
+    Extract model parameter from request.
+    
+    Priority:
+    1. request_body.model
+    2. Query parameter (?model=)
+    3. Header (x-litellm-model)
+    """
+    return (
+        request_body.get("model")
+        or request.query_params.get("model")
+        or request.headers.get("x-litellm-model")
+    )
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index 3f08a4ec366..805b156a7d8 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -7,7 +7,7 @@
 
 import asyncio
 import traceback
-from typing import Optional, cast, get_args
+from typing import Any, Optional, cast, get_args
 
 import httpx
 from fastapi import (
@@ -39,6 +39,7 @@ from litellm.proxy.utils import ProxyLogging, is_known_model
 from litellm.router import Router
 from litellm.types.llms.openai import (
     CREATE_FILE_REQUESTS_PURPOSE,
+    FileExpiresAfter,
     OpenAIFileObject,
     OpenAIFilesPurpose,
 )
@@ -46,10 +47,12 @@ from litellm.types.llms.openai import (
 from .common_utils import (
     _is_base64_encoded_unified_file_id,
     encode_file_id_with_model,
+    extract_file_creation_params,
     get_credentials_for_model,
     handle_model_based_routing,
     prepare_data_with_credentials,
 )
+from .storage_backend_service import StorageBackendFileService
 
 router = APIRouter()
 
@@ -135,17 +138,38 @@ async def route_create_file(
     router_model: Optional[str],
     custom_llm_provider: str,
     model: Optional[str] = None,
+    target_storage: Optional[str] = "default",
 ) -> OpenAIFileObject:
     """
     Route file creation request to the appropriate provider.
     
     Priority:
-    1. If model parameter provided -> use model credentials and encode ID
-    2. If enable_loadbalancing_on_batch_endpoints -> deprecated loadbalancing
-    3. If target_model_names_list -> managed files (requires DB)
-    4. Else -> use custom_llm_provider with files_settings
+    1. If target_storage is specified and not "default" -> use storage backend
+    2. If model parameter provided -> use model credentials and encode ID
+    3. If enable_loadbalancing_on_batch_endpoints -> deprecated loadbalancing
+    4. If target_model_names_list -> managed files (requires DB)
+    5. Else -> use custom_llm_provider with files_settings
     """
     
+    # Handle custom storage backend
+    if target_storage and target_storage != "default":
+        from litellm.litellm_core_utils.prompt_templates.common_utils import extract_file_data
+        
+        # Extract file data
+        file_data = extract_file_data(cast(Any, _create_file_request.get("file")))
+        
+        # Use storage backend service to handle upload
+        file_object = await StorageBackendFileService.upload_file_to_storage_backend(
+            file_data=file_data,
+            target_storage=target_storage,
+            target_model_names=target_model_names_list,
+            purpose=purpose,
+            proxy_logging_obj=proxy_logging_obj,
+            user_api_key_dict=user_api_key_dict,
+        )
+        
+        return file_object
+    
     # NEW: Handle model-based routing (no DB required)
     if model is not None:
         # Get credentials from model_list via router
@@ -249,11 +273,12 @@ async def route_create_file(
     dependencies=[Depends(user_api_key_auth)],
     tags=["files"],
 )
-async def create_file(
+async def create_file(  # noqa: PLR0915
     request: Request,
     fastapi_response: Response,
     purpose: str = Form(...),
     target_model_names: str = Form(default=""),
+    target_storage: str = Form(default="default"),
     provider: Optional[str] = None,
     custom_llm_provider: str = Form(default="openai"),
     file: UploadFile = File(...),
@@ -272,7 +297,8 @@ async def create_file(
         -H "Authorization: Bearer sk-1234" \
         -F purpose="batch" \
         -F file="@mydata.jsonl"
-
+        -F expires_after[anchor]="created_at" \
+        -F expires_after[seconds]=2592000
     ```
     """
     from litellm.proxy.proxy_server import (
@@ -297,18 +323,18 @@ async def create_file(
             or "openai"
         )
 
-        # NEW: Extract model parameter for multi-account routing
+        # Extract file creation parameters using utility function
         request_body = await _read_request_body(request=request) or {}
-        model_param = (
-            request_body.get("model")
-            or request.query_params.get("model")
-            or request.headers.get("x-litellm-model")
+        file_params = await extract_file_creation_params(
+            request=request,
+            request_body=request_body,
+            target_model_names_form=target_model_names,
+            target_storage_form=target_storage,
         )
-
-        target_model_names_list = (
-            target_model_names.split(",") if target_model_names else []
-        )
-        target_model_names_list = [model.strip() for model in target_model_names_list]
+        
+        target_storage = file_params.target_storage
+        target_model_names_list = file_params.target_model_names
+        model_param = file_params.model
         # Prepare the data for forwarding
 
         # Replace with:
@@ -329,6 +355,25 @@ async def create_file(
         if litellm_metadata is not None:
             data["litellm_metadata"] = litellm_metadata
 
+        # Parse expires_after if provided
+        expires_after = None
+        form_data = await request.form()
+        expires_after_anchor = form_data.get("expires_after[anchor]")
+        expires_after_seconds_str = form_data.get("expires_after[seconds]")
+        
+        if expires_after_anchor is not None or expires_after_seconds_str is not None:
+            if expires_after_anchor is None or expires_after_seconds_str is None:
+                raise HTTPException(
+                    status_code=400,
+                    detail={
+                        "error": "Both expires_after[anchor] and expires_after[seconds] must be provided if expires_after is specified",
+                    },
+                )
+            expires_after = FileExpiresAfter(
+                anchor=expires_after_anchor,
+                seconds=int(expires_after_seconds_str),
+            )
+
         # Include original request and headers in the data
         data = await add_litellm_data_to_request(
             data=data,
@@ -354,7 +399,10 @@ async def create_file(
                 )
 
         _create_file_request = CreateFileRequest(
-            file=file_data, purpose=cast(CREATE_FILE_REQUESTS_PURPOSE, purpose), **data
+            file=file_data, 
+            purpose=cast(CREATE_FILE_REQUESTS_PURPOSE, purpose),
+            expires_after=expires_after,
+            **data
         )
 
         response = await route_create_file(
@@ -368,6 +416,7 @@ async def create_file(
             router_model=router_model,
             custom_llm_provider=custom_llm_provider,
             model=model_param,
+            target_storage=target_storage,
         )
 
         if response is None:
@@ -447,7 +496,7 @@ async def create_file(
     dependencies=[Depends(user_api_key_auth)],
     tags=["files"],
 )
-async def get_file_content(
+async def get_file_content(  # noqa: PLR0915
     request: Request,
     fastapi_response: Response,
     file_id: str,
@@ -525,6 +574,38 @@ async def get_file_content(
                     param="None",
                     code=500,
                 )
+            
+            # Check if file is stored in a storage backend (check DB)
+            if hasattr(managed_files_obj, "prisma_client") and managed_files_obj.prisma_client:
+                db_file = await managed_files_obj.prisma_client.db.litellm_managedfiletable.find_first(
+                    where={"unified_file_id": file_id}
+                )
+                if db_file and db_file.storage_backend and db_file.storage_url:
+                    # File is stored in a storage backend, download it
+                    from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
+                    
+                    storage_backend_name = db_file.storage_backend
+                    storage_url = db_file.storage_url
+                    
+                    try:
+                        # Get storage backend (uses same env vars as callback)
+                        storage_backend = get_storage_backend(storage_backend_name)
+                        file_content = await storage_backend.download_file(storage_url)
+                        
+                        # Return file content
+                        from fastapi.responses import Response as FastAPIResponse
+                        return FastAPIResponse(
+                            content=file_content,
+                            media_type="application/octet-stream",
+                        )
+                    except ValueError as e:
+                        raise ProxyException(
+                            message=f"Storage backend error: {str(e)}",
+                            type="invalid_request_error",
+                            param="file_id",
+                            code=400,
+                        )
+            
             model = cast(Optional[str], data.get("model"))
             if model:
                 response = await llm_router.afile_content(
diff --git a/litellm/proxy/openai_files_endpoints/storage_backend_service.py b/litellm/proxy/openai_files_endpoints/storage_backend_service.py
new file mode 100644
index 00000000000..727a7876a5c
--- /dev/null
+++ b/litellm/proxy/openai_files_endpoints/storage_backend_service.py
@@ -0,0 +1,244 @@
+"""
+Storage backend service for file upload operations.
+
+This module provides a service class for handling file uploads to custom
+storage backends (e.g., Azure Blob Storage) and managing associated metadata.
+"""
+
+import base64
+import time
+from typing import Any, List, Mapping, cast
+
+from litellm._logging import verbose_proxy_logger
+from litellm._uuid import uuid as uuid_module
+from litellm.llms.base_llm.files.storage_backend_factory import get_storage_backend
+from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
+from litellm.proxy._types import ProxyException, UserAPIKeyAuth
+from litellm.proxy.utils import ProxyLogging
+from litellm.types.llms.openai import OpenAIFileObject
+from litellm.types.utils import SpecialEnums
+
+
+class StorageBackendFileService:
+    """
+    Service for handling file uploads to storage backends.
+    
+    This service encapsulates the logic for:
+    - Uploading files to storage backends
+    - Creating file objects with storage metadata
+    - Generating unified file IDs for managed files
+    - Storing files in the managed files system
+    """
+    
+    @staticmethod
+    async def upload_file_to_storage_backend(
+        file_data: Mapping[str, Any],
+        target_storage: str,
+        target_model_names: List[str],
+        purpose: str,
+        proxy_logging_obj: ProxyLogging,
+        user_api_key_dict: UserAPIKeyAuth,
+    ) -> OpenAIFileObject:
+        """
+        Upload a file to a storage backend and create a file object.
+        
+        Args:
+            file_data: File data dictionary from extract_file_data()
+            target_storage: Storage backend name (e.g., "azure_storage")
+            target_model_names: List of model names for managed files
+            purpose: File purpose (e.g., "user_data", "batch")
+            proxy_logging_obj: Proxy logging object for accessing hooks
+            user_api_key_dict: User API key authentication data
+            
+        Returns:
+            OpenAIFileObject: Created file object with storage metadata
+            
+        Raises:
+            ProxyException: If storage backend is invalid or upload fails
+        """
+        # Get storage backend instance
+        try:
+            storage_backend = get_storage_backend(target_storage)
+        except ValueError as e:
+            raise ProxyException(
+                message=str(e),
+                type="invalid_request_error",
+                param="target_storage",
+                code=400,
+            )
+        
+        # Extract file information
+        file_content = file_data["content"]
+        filename = file_data.get("filename", "file")
+        content_type = file_data.get("content_type", "application/octet-stream")
+        
+        # Upload to storage backend
+        storage_url = await storage_backend.upload_file(
+            file_content=file_content,
+            filename=filename,
+            content_type=content_type,
+            path_prefix="",
+            file_naming_strategy="uuid",
+        )
+        
+        verbose_proxy_logger.debug(
+            f"Storage backend upload complete: backend={target_storage}, url={storage_url}"
+        )
+        
+        # Create file object with storage metadata
+        file_object = StorageBackendFileService._create_file_object_with_storage_metadata(
+            file_content=file_content,
+            filename=filename,
+            purpose=purpose,
+            target_storage=target_storage,
+            storage_url=storage_url,
+        )
+        
+        # Store in managed files if target_model_names provided
+        if target_model_names:
+            await StorageBackendFileService._store_in_managed_files(
+                file_object=file_object,
+                file_data=file_data,
+                target_model_names=target_model_names,
+                target_storage=target_storage,
+                storage_url=storage_url,
+                proxy_logging_obj=proxy_logging_obj,
+                user_api_key_dict=user_api_key_dict,
+            )
+        
+        return file_object
+    
+    @staticmethod
+    def _create_file_object_with_storage_metadata(
+        file_content: bytes,
+        filename: str,
+        purpose: str,
+        target_storage: str,
+        storage_url: str,
+    ) -> OpenAIFileObject:
+        """
+        Create an OpenAIFileObject with storage backend metadata.
+        
+        Args:
+            file_content: File content bytes
+            filename: Original filename
+            purpose: File purpose
+            target_storage: Storage backend name
+            storage_url: URL where file is stored
+            
+        Returns:
+            OpenAIFileObject: File object with storage metadata in _hidden_params
+        """
+        file_id = f"file-{uuid_module.uuid4().hex[:24]}"
+        file_object = OpenAIFileObject(
+            id=file_id,
+            object="file",
+            purpose=purpose,
+            created_at=int(time.time()),
+            bytes=len(file_content),
+            filename=filename,
+            status="uploaded",
+        )
+        
+        # Store storage metadata in hidden params
+        if not hasattr(file_object, "_hidden_params") or file_object._hidden_params is None:
+            file_object._hidden_params = {}
+        file_object._hidden_params.update({
+            "storage_backend": target_storage,
+            "storage_url": storage_url,
+        })
+        
+        return file_object
+    
+    @staticmethod
+    def _create_unified_file_id(
+        file_type: str,
+        target_model_names: List[str],
+        file_id: str,
+    ) -> str:
+        """
+        Create a base64-encoded unified file ID for managed files.
+        
+        Args:
+            file_type: MIME type of the file
+            target_model_names: List of model names
+            file_id: Original file ID
+            
+        Returns:
+            str: Base64-encoded unified file ID
+        """
+        unified_file_id_str = SpecialEnums.LITELLM_MANAGED_FILE_COMPLETE_STR.value.format(
+            file_type,
+            str(uuid_module.uuid4()),
+            ",".join(target_model_names),
+            file_id,
+            None,
+        )
+        
+        base64_unified_file_id = (
+            base64.urlsafe_b64encode(unified_file_id_str.encode()).decode().rstrip("=")
+        )
+        
+        return base64_unified_file_id
+    
+    @staticmethod
+    async def _store_in_managed_files(
+        file_object: OpenAIFileObject,
+        file_data: Mapping[str, Any],
+        target_model_names: List[str],
+        target_storage: str,
+        storage_url: str,
+        proxy_logging_obj: ProxyLogging,
+        user_api_key_dict: UserAPIKeyAuth,
+    ) -> None:
+        """
+        Store file in managed files system with unified file ID.
+        
+        Args:
+            file_object: File object to store
+            file_data: File data dictionary
+            target_model_names: List of model names
+            target_storage: Storage backend name
+            storage_url: URL where file is stored
+            proxy_logging_obj: Proxy logging object
+            user_api_key_dict: User API key authentication data
+        """
+        managed_files_obj = proxy_logging_obj.get_proxy_hook("managed_files")
+        if not managed_files_obj or not isinstance(managed_files_obj, BaseFileEndpoints):
+            verbose_proxy_logger.warning(
+                "Managed files hook not available, skipping managed files storage"
+            )
+            return
+        managed_files_obj = cast(Any, managed_files_obj)
+        
+        # Create model mappings using storage URL
+        model_mappings = {
+            model_name: storage_url
+            for model_name in target_model_names
+        }
+        
+        # Create unified file ID
+        file_type = file_data.get("content_type", "application/octet-stream")
+        base64_unified_file_id = StorageBackendFileService._create_unified_file_id(
+            file_type=file_type,
+            target_model_names=target_model_names,
+            file_id=file_object.id,
+        )
+        
+        # Update file object ID to unified ID
+        file_object.id = base64_unified_file_id
+        
+        verbose_proxy_logger.debug(
+            f"Storing file in managed files: unified_id={base64_unified_file_id}, "
+            f"storage_backend={target_storage}, storage_url={storage_url}"
+        )
+        
+        # Store in managed files
+        await managed_files_obj.store_unified_file_id(
+            file_id=base64_unified_file_id,
+            file_object=file_object,
+            litellm_parent_otel_span=user_api_key_dict.parent_otel_span,
+            model_mappings=model_mappings,
+            user_api_key_dict=user_api_key_dict,
+        )
+
diff --git a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
index 7afb6868c73..84550092d2e 100644
--- a/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
+++ b/litellm/proxy/pass_through_endpoints/llm_passthrough_endpoints.py
@@ -382,7 +382,7 @@ async def mistral_proxy_route(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
-    [Docs](https://docs.litellm.ai/docs/anthropic_completion)
+    [Docs](https://docs.litellm.ai/docs/pass_through/mistral)
     """
     base_target_url = os.getenv("MISTRAL_API_BASE") or "https://api.mistral.ai"
     encoded_endpoint = httpx.URL(endpoint).path
@@ -578,7 +578,7 @@ async def anthropic_proxy_route(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
-    [Docs](https://docs.litellm.ai/docs/anthropic_completion)
+    [Docs](https://docs.litellm.ai/docs/pass_through/anthropic_completion)
     """
     base_target_url = os.getenv("ANTHROPIC_API_BASE") or "https://api.anthropic.com"
     encoded_endpoint = httpx.URL(endpoint).path
diff --git a/litellm/proxy/proxy_server.py b/litellm/proxy/proxy_server.py
index 66b9efe5325..da09346503d 100644
--- a/litellm/proxy/proxy_server.py
+++ b/litellm/proxy/proxy_server.py
@@ -5313,7 +5313,7 @@ async def embeddings(  # noqa: PLR0915
             # check if provider accept list of tokens as input - e.g. for langchain integration
             if llm_router is not None and data.get("model") in router_model_names:
                 # Use router's O(1) lookup instead of O(N) iteration through llm_model_list
-                deployment = llm_router.get_deployment(model_id=data["model"])
+                deployment = llm_router.get_deployment_by_model_group_name(model_group_name=data["model"])
                 if deployment is not None:
                     litellm_params = deployment.get("litellm_params", {}) or {}
                     litellm_model = litellm_params.get("model", "")
diff --git a/litellm/proxy/public_endpoints/agent_create_fields.json b/litellm/proxy/public_endpoints/agent_create_fields.json
index ab2838d050c..9ac1b3deebd 100644
--- a/litellm/proxy/public_endpoints/agent_create_fields.json
+++ b/litellm/proxy/public_endpoints/agent_create_fields.json
@@ -3,7 +3,7 @@
     "agent_type": "a2a",
     "agent_type_display_name": "A2A Standard",
     "description": "Standard A2A protocol",
-    "logo_url": "/assets/logos/a2a_agent.png",
+    "logo_url": "/ui/assets/logos/a2a_agent.png",
     "credential_fields": [],
     "litellm_params_template": {}
   },
@@ -11,7 +11,7 @@
     "agent_type": "langgraph",
     "agent_type_display_name": "LangGraph",
     "description": "Connect to LangGraph agents via the LangGraph Platform API",
-    "logo_url": "/assets/logos/langgraph.png",
+    "logo_url": "/ui/assets/logos/langgraph.png",
     "model_template": "langgraph/{assistant_id}",
     "credential_fields": [
       {
@@ -53,7 +53,7 @@
     "agent_type": "bedrock_agentcore",
     "agent_type_display_name": "Bedrock AgentCore",
     "description": "Connect to Amazon Bedrock AgentCore hosted agent runtimes",
-    "logo_url": "/assets/logos/bedrock.svg",
+    "logo_url": "/ui/assets/logos/bedrock.svg",
     "inherit_credentials_from_provider": "Bedrock",
     "model_template": "bedrock/agentcore/{agent_runtime_arn}",
     "credential_fields": [
@@ -71,6 +71,49 @@
     "litellm_params_template": {
       "custom_llm_provider": "bedrock"
     }
+  },
+  {
+    "agent_type": "azure_ai_foundry",
+    "agent_type_display_name": "Azure AI Foundry",
+    "description": "Connect to Microsoft Azure AI Foundry agents",
+    "logo_url": "/ui/assets/logos/azure_ai_foundry.png",
+    "inherit_credentials_from_provider": "Azure AI",
+    "model_template": "azure_ai/agents/{agent_id}",
+    "credential_fields": [
+      {
+        "key": "agent_id",
+        "label": "Agent ID",
+        "placeholder": "asst_abc123",
+        "tooltip": "The agent/assistant ID from your Azure AI Foundry project (e.g., asst_abc123)",
+        "required": true,
+        "field_type": "text",
+        "default_value": null,
+        "include_in_litellm_params": false
+      },
+      {
+        "key": "api_base",
+        "label": "Azure AI API Base",
+        "placeholder": "https://your-project.services.ai.azure.com",
+        "tooltip": "The base URL for your Azure AI Foundry project endpoint",
+        "required": true,
+        "field_type": "text",
+        "default_value": null,
+        "include_in_litellm_params": true
+      },
+      {
+        "key": "api_key",
+        "label": "Azure AI API Key",
+        "placeholder": null,
+        "tooltip": "API key for authenticating with your Azure AI Foundry project",
+        "required": true,
+        "field_type": "password",
+        "default_value": null,
+        "include_in_litellm_params": true
+      }
+    ],
+    "litellm_params_template": {
+      "custom_llm_provider": "azure_ai"
+    }
   }
 ]
 
diff --git a/litellm/proxy/utils.py b/litellm/proxy/utils.py
index ee5f5ffa3ed..275baa88da8 100644
--- a/litellm/proxy/utils.py
+++ b/litellm/proxy/utils.py
@@ -824,7 +824,7 @@ class ProxyLogging:
 
         return data
 
-    def _process_prompt_template(
+    async def _process_prompt_template(
         self,
         data: dict,
         litellm_logging_obj: Any,
@@ -833,6 +833,7 @@ class ProxyLogging:
         call_type: CallTypesLiteral,
     ) -> None:
         """Process prompt template if applicable."""
+
         from litellm.proxy.prompts.prompt_endpoints import (
             construct_versioned_prompt_id,
             get_latest_version_prompt_id,
@@ -857,21 +858,24 @@ class ProxyLogging:
         litellm_prompt_id: Optional[str] = None
         if prompt_spec is not None:
             litellm_prompt_id = prompt_spec.litellm_params.prompt_id
+            data.pop("prompt_id", None)
+
+        if custom_logger and prompt_spec is not None:
 
-        if custom_logger and litellm_prompt_id is not None:
             (
                 model,
                 messages,
                 optional_params,
-            ) = litellm_logging_obj.get_chat_completion_prompt(
+            ) = await litellm_logging_obj.async_get_chat_completion_prompt(
                 model=data.get("model", ""),
                 messages=data.get("messages", []),
-                non_default_params=get_non_default_completion_params(kwargs=data),
+                non_default_params=get_non_default_completion_params(kwargs=data) or {},
                 prompt_id=litellm_prompt_id,
+                prompt_spec=prompt_spec,
                 prompt_management_logger=custom_logger,
-                prompt_variables=data.get("prompt_variables", None),
-                prompt_label=data.get("prompt_label", None),
-                prompt_version=data.get("prompt_version", None),
+                prompt_variables=data.pop("prompt_variables", None) or {},
+                prompt_label=data.pop("prompt_label", None) or {},
+                prompt_version=data.pop("prompt_version", None) or {},
             )
 
             data.update(optional_params)
@@ -976,8 +980,7 @@ class ProxyLogging:
             and prompt_id is not None
             and (call_type == "completion" or call_type == "acompletion")
         ):
-
-            self._process_prompt_template(
+            await self._process_prompt_template(
                 data=data,
                 litellm_logging_obj=litellm_logging_obj,
                 prompt_id=prompt_id,
diff --git a/litellm/rerank_api/main.py b/litellm/rerank_api/main.py
index 3a2b75e58da..8910d37fbe7 100644
--- a/litellm/rerank_api/main.py
+++ b/litellm/rerank_api/main.py
@@ -347,6 +347,12 @@ def rerank(  # noqa: PLR0915
                 or get_secret("BEDROCK_API_BASE")  # type: ignore
             )
 
+            # Merge headers and extra_headers if both are provided
+            merged_headers = headers or litellm.headers or {}
+            extra_headers_from_kwargs = kwargs.get("extra_headers")
+            if extra_headers_from_kwargs:
+                merged_headers = {**merged_headers, **extra_headers_from_kwargs}
+
             response = bedrock_rerank.rerank(
                 model=model,
                 query=query,
@@ -358,6 +364,7 @@ def rerank(  # noqa: PLR0915
                 _is_async=_is_async,
                 optional_params=optional_params.model_dump(exclude_unset=True),
                 api_base=api_base,
+                extra_headers=merged_headers,
                 logging_obj=litellm_logging_obj,
                 client=client,
             )
diff --git a/litellm/responses/mcp/chat_completions_handler.py b/litellm/responses/mcp/chat_completions_handler.py
new file mode 100644
index 00000000000..1957e5fa92e
--- /dev/null
+++ b/litellm/responses/mcp/chat_completions_handler.py
@@ -0,0 +1,199 @@
+"""Helpers for handling MCP-aware `/chat/completions` requests."""
+
+from typing import (
+    Any,
+    Awaitable,
+    Callable,
+    Dict,
+    Iterable,
+    Optional,
+    Union,
+    cast,
+)
+
+from litellm.responses.mcp.litellm_proxy_mcp_handler import (
+    LiteLLM_Proxy_MCP_Handler,
+)
+from litellm.responses.utils import ResponsesAPIRequestUtils
+from litellm.types.llms.openai import ToolParam
+from litellm.types.utils import ModelResponse
+from litellm.utils import CustomStreamWrapper
+
+CompletionCallable = Callable[..., Awaitable[Union[ModelResponse, CustomStreamWrapper]]]
+
+_CHAT_COMPLETION_CALL_ARG_KEYS = [
+    "model",
+    "messages",
+    "functions",
+    "function_call",
+    "timeout",
+    "temperature",
+    "top_p",
+    "n",
+    "stream",
+    "stream_options",
+    "stop",
+    "max_tokens",
+    "max_completion_tokens",
+    "modalities",
+    "prediction",
+    "audio",
+    "presence_penalty",
+    "frequency_penalty",
+    "logit_bias",
+    "user",
+    "response_format",
+    "seed",
+    "tools",
+    "tool_choice",
+    "parallel_tool_calls",
+    "logprobs",
+    "top_logprobs",
+    "deployment_id",
+    "reasoning_effort",
+    "verbosity",
+    "safety_identifier",
+    "service_tier",
+    "base_url",
+    "api_version",
+    "api_key",
+    "model_list",
+    "extra_headers",
+    "thinking",
+    "web_search_options",
+    "shared_session",
+]
+
+
+def _build_call_args_from_context(call_context: Dict[str, Any]) -> Dict[str, Any]:
+    """Build kwargs for `acompletion` from the `completion` call context."""
+
+    call_args = {
+        key: call_context.get(key)
+        for key in _CHAT_COMPLETION_CALL_ARG_KEYS
+        if key in call_context
+    }
+    additional_kwargs = dict(call_context.get("kwargs") or {})
+    call_args.update(additional_kwargs)
+    return call_args
+
+
+async def _call_acompletion_internal(
+    completion_callable: CompletionCallable, **call_args: Any
+) -> Union[ModelResponse, CustomStreamWrapper]:
+    """Invoke `acompletion` while skipping MCP interception to avoid recursion."""
+
+    safe_args = dict(call_args)
+    safe_args["_skip_mcp_handler"] = True
+    safe_args.pop("acompletion", None)
+    return await completion_callable(**safe_args)
+
+
+async def handle_chat_completion_with_mcp(
+    call_context: Dict[str, Any],
+    completion_callable: CompletionCallable,
+) -> Optional[Union[ModelResponse, CustomStreamWrapper]]:
+    """Handle MCP-enabled tool execution for chat completion requests."""
+
+    call_args = _build_call_args_from_context(call_context)
+
+    tools = call_args.get("tools")
+    if not tools:
+        return None
+
+    tools_for_mcp = cast(Optional[Iterable[ToolParam]], tools)
+
+    if not LiteLLM_Proxy_MCP_Handler._should_use_litellm_mcp_gateway(
+        tools=tools_for_mcp
+    ):
+        return None
+
+    mcp_tools, _ = LiteLLM_Proxy_MCP_Handler._parse_mcp_tools(tools)
+    if not mcp_tools:
+        return None
+
+    base_call_args = dict(call_args)
+
+    user_api_key_auth = call_args.get("user_api_key_auth") or (
+        (call_args.get("metadata", {}) or {}).get("user_api_key_auth")
+    )
+    (
+        deduplicated_mcp_tools,
+        tool_server_map,
+    ) = await LiteLLM_Proxy_MCP_Handler._process_mcp_tools_without_openai_transform(
+        user_api_key_auth=user_api_key_auth,
+        mcp_tools_with_litellm_proxy=mcp_tools,
+    )
+
+    openai_tools = LiteLLM_Proxy_MCP_Handler._transform_mcp_tools_to_openai(
+        deduplicated_mcp_tools,
+        target_format="chat",
+    )
+
+    base_call_args["tools"] = openai_tools or None
+
+    should_auto_execute = LiteLLM_Proxy_MCP_Handler._should_auto_execute_tools(
+        mcp_tools_with_litellm_proxy=mcp_tools
+    )
+
+    (
+        mcp_auth_header,
+        mcp_server_auth_headers,
+        oauth2_headers,
+        raw_headers,
+    ) = ResponsesAPIRequestUtils.extract_mcp_headers_from_request(
+        secret_fields=base_call_args.get("secret_fields"),
+        tools=tools,
+    )
+
+    if not should_auto_execute:
+        return await _call_acompletion_internal(completion_callable, **base_call_args)
+
+    mock_tool_calls = base_call_args.pop("mock_tool_calls", None)
+
+    initial_call_args = dict(base_call_args)
+    initial_call_args["stream"] = False
+    if mock_tool_calls is not None:
+        initial_call_args["mock_tool_calls"] = mock_tool_calls
+
+    initial_response = await _call_acompletion_internal(
+        completion_callable, **initial_call_args
+    )
+    if not isinstance(initial_response, ModelResponse):
+        return initial_response
+
+    tool_calls = LiteLLM_Proxy_MCP_Handler._extract_tool_calls_from_chat_response(
+        response=initial_response
+    )
+
+    if not tool_calls:
+        if base_call_args.get("stream"):
+            retry_args = dict(base_call_args)
+            retry_args["stream"] = call_args.get("stream")
+            return await _call_acompletion_internal(completion_callable, **retry_args)
+        return initial_response
+
+    tool_results = await LiteLLM_Proxy_MCP_Handler._execute_tool_calls(
+        tool_server_map=tool_server_map,
+        tool_calls=tool_calls,
+        user_api_key_auth=user_api_key_auth,
+        mcp_auth_header=mcp_auth_header,
+        mcp_server_auth_headers=mcp_server_auth_headers,
+        oauth2_headers=oauth2_headers,
+        raw_headers=raw_headers,
+    )
+
+    if not tool_results:
+        return initial_response
+
+    follow_up_messages = LiteLLM_Proxy_MCP_Handler._create_follow_up_messages_for_chat(
+        original_messages=call_args.get("messages", []),
+        response=initial_response,
+        tool_results=tool_results,
+    )
+
+    follow_up_call_args = dict(base_call_args)
+    follow_up_call_args["messages"] = follow_up_messages
+    follow_up_call_args["stream"] = call_args.get("stream")
+
+    return await _call_acompletion_internal(completion_callable, **follow_up_call_args)
diff --git a/litellm/responses/mcp/litellm_proxy_mcp_handler.py b/litellm/responses/mcp/litellm_proxy_mcp_handler.py
index a41d6f4f5ad..2eea28f6cc1 100644
--- a/litellm/responses/mcp/litellm_proxy_mcp_handler.py
+++ b/litellm/responses/mcp/litellm_proxy_mcp_handler.py
@@ -1,10 +1,21 @@
-from typing import TYPE_CHECKING, Any, Dict, Iterable, List, Optional, Tuple, Union
+from typing import (
+    TYPE_CHECKING,
+    Any,
+    Dict,
+    Iterable,
+    List,
+    Optional,
+    Tuple,
+    Union,
+    Literal,
+)
 
 from litellm._logging import verbose_logger
 from litellm.proxy._experimental.mcp_server.utils import split_server_prefix_from_name
 from litellm.responses.main import aresponses
 from litellm.responses.streaming_iterator import BaseResponsesAPIStreamingIterator
 from litellm.types.llms.openai import ResponsesAPIResponse, ToolParam
+from litellm.types.utils import Choices, ModelResponse
 
 if TYPE_CHECKING:
     from mcp.types import Tool as MCPTool
@@ -163,7 +174,7 @@ class LiteLLM_Proxy_MCP_Handler:
                 if len(allowed_mcp_servers) == 1:
                     tool_server_map[tool_name] = allowed_mcp_servers[0]
                 else:
-                    tool_server_map[tool_name], _ = split_server_prefix_from_name(
+                    _, tool_server_map[tool_name] = split_server_prefix_from_name(
                         tool_name
                     )
 
@@ -274,15 +285,23 @@ class LiteLLM_Proxy_MCP_Handler:
         return deduplicated_mcp_tools, tool_server_map
 
     @staticmethod
-    def _transform_mcp_tools_to_openai(mcp_tools: List[Any]) -> List[Any]:
+    def _transform_mcp_tools_to_openai(
+        mcp_tools: List[Any],
+        target_format: Literal["responses", "chat"] = "responses",
+    ) -> List[Any]:
         """Transform MCP tools to OpenAI-compatible format."""
         from litellm.experimental_mcp_client.tools import (
             transform_mcp_tool_to_openai_responses_api_tool,
+            transform_mcp_tool_to_openai_tool,
         )
 
-        openai_tools = []
+        openai_tools: List[Any] = []
         for mcp_tool in mcp_tools:
-            openai_tool = transform_mcp_tool_to_openai_responses_api_tool(mcp_tool)
+            openai_tool: Any
+            if target_format == "chat":
+                openai_tool = transform_mcp_tool_to_openai_tool(mcp_tool)
+            else:
+                openai_tool = transform_mcp_tool_to_openai_responses_api_tool(mcp_tool)
             openai_tools.append(openai_tool)
 
         return openai_tools
@@ -325,22 +344,59 @@ class LiteLLM_Proxy_MCP_Handler:
 
         return tool_calls
 
+    @staticmethod
+    def _extract_tool_calls_from_chat_response(response: ModelResponse) -> List[Any]:
+        """Extract tool calls from a chat completion response."""
+        tool_calls: List[Any] = []
+
+        try:
+            for choice in response.choices:
+                message = getattr(choice, "message", None)
+                if message is None:
+                    continue
+                tool_call_entries = getattr(message, "tool_calls", None)
+                if tool_call_entries:
+                    for tool_call in tool_call_entries:
+                        if hasattr(tool_call, "model_dump"):
+                            tool_calls.append(tool_call.model_dump())
+                        else:
+                            tool_calls.append(tool_call)
+        except Exception:
+            verbose_logger.exception(
+                "Failed to extract tool calls from chat completion response"
+            )
+
+        return tool_calls
+
     @staticmethod
     def _extract_tool_call_details(
         tool_call,
     ) -> Tuple[Optional[str], Optional[str], Optional[str]]:
         """Extract tool name, arguments, and call_id from a tool call."""
         if isinstance(tool_call, dict):
-            tool_name = tool_call.get("name")
-            tool_arguments = tool_call.get("arguments")
             tool_call_id = tool_call.get("call_id") or tool_call.get("id")
+
+            # OpenAI chat completions wrap tool info under a `function` block
+            function_block = tool_call.get("function")
+            if isinstance(function_block, dict):
+                tool_name = function_block.get("name")
+                tool_arguments = function_block.get("arguments")
+            else:
+                tool_name = tool_call.get("name")
+                tool_arguments = tool_call.get("arguments")
         else:
-            tool_name = getattr(tool_call, "name", None)
-            tool_arguments = getattr(tool_call, "arguments", None)
             tool_call_id = getattr(tool_call, "call_id", None) or getattr(
                 tool_call, "id", None
             )
 
+            function_obj = getattr(tool_call, "function", None)
+            if function_obj is not None:
+                tool_name = getattr(function_obj, "name", None)
+                tool_arguments = getattr(function_obj, "arguments", None)
+            else:
+                tool_name = getattr(tool_call, "name", None)
+                tool_arguments = getattr(tool_call, "arguments", None)
+
         return tool_name, tool_arguments, tool_call_id
 
     @staticmethod
@@ -399,8 +455,8 @@ class LiteLLM_Proxy_MCP_Handler:
 
     @staticmethod
     async def _execute_tool_calls(
-        tool_server_map: dict[str, str], 
-        tool_calls: List[Any], 
+        tool_server_map: dict[str, str],
+        tool_calls: List[Any],
         user_api_key_auth: Any,
         mcp_auth_header: Optional[str] = None,
         mcp_server_auth_headers: Optional[Dict[str, Dict[str, str]]] = None,
@@ -438,9 +494,21 @@ class LiteLLM_Proxy_MCP_Handler:
 
                 server_name = tool_server_map[tool_name]
 
+                # Remove the server name prefix if the tool name includes it.
+                sanitized_tool_name = tool_name
+                unprefixed_name, prefixed_server_name = split_server_prefix_from_name(
+                    tool_name
+                )
+                if (
+                    prefixed_server_name
+                    and prefixed_server_name == server_name
+                    and unprefixed_name
+                ):
+                    sanitized_tool_name = unprefixed_name
+
                 result = await global_mcp_server_manager.call_tool(
                     server_name=server_name,
-                    name=tool_name,
+                    name=sanitized_tool_name,
                     arguments=parsed_arguments,
                     user_api_key_auth=user_api_key_auth,
                     mcp_auth_header=mcp_auth_header,
@@ -453,7 +521,11 @@ class LiteLLM_Proxy_MCP_Handler:
                 # Format result for inclusion in response
                 result_text = LiteLLM_Proxy_MCP_Handler._parse_mcp_result(result)
                 tool_results.append(
-                    {"tool_call_id": tool_call_id, "result": result_text}
+                    {
+                        "tool_call_id": tool_call_id,
+                        "result": result_text,
+                        "name": tool_name,
+                    }
                 )
 
             except BlockedPiiEntityError as e:
@@ -462,7 +534,11 @@ class LiteLLM_Proxy_MCP_Handler:
                 )
                 error_message = f"Tool call blocked: PII entity '{getattr(e, 'entity_type', 'unknown')}' detected by guardrail '{getattr(e, 'guardrail_name', 'unknown')}'. {str(e)}"
                 tool_results.append(
-                    {"tool_call_id": tool_call_id, "result": error_message}
+                    {
+                        "tool_call_id": tool_call_id,
+                        "result": error_message,
+                        "name": tool_name,
+                    }
                 )
             except GuardrailRaisedException as e:
                 verbose_logger.error(
@@ -470,7 +546,11 @@ class LiteLLM_Proxy_MCP_Handler:
                 )
                 error_message = f"Tool call blocked: Guardrail '{getattr(e, 'guardrail_name', 'unknown')}' violation. {str(e)}"
                 tool_results.append(
-                    {"tool_call_id": tool_call_id, "result": error_message}
+                    {
+                        "tool_call_id": tool_call_id,
+                        "result": error_message,
+                        "name": tool_name,
+                    }
                 )
             except HTTPException as e:
                 verbose_logger.error(f"HTTPException in MCP tool call: {str(e)}")
@@ -484,11 +564,55 @@ class LiteLLM_Proxy_MCP_Handler:
                     {
                         "tool_call_id": tool_call_id,
                         "result": f"Error executing tool: {str(e)}",
+                        "name": tool_name,
                     }
                 )
 
         return tool_results
 
+    @staticmethod
+    def _create_follow_up_messages_for_chat(
+        original_messages: List[Any],
+        response: ModelResponse,
+        tool_results: List[Dict[str, Any]],
+    ) -> List[Any]:
+        """Create follow-up chat messages that include tool execution results."""
+        from copy import deepcopy
+
+        from litellm.utils import convert_list_message_to_dict
+
+        follow_up_messages: List[Any] = convert_list_message_to_dict(
+            deepcopy(original_messages)
+        )
+
+        if not follow_up_messages:
+            follow_up_messages = []
+
+        message_to_append: Optional[dict] = None
+        try:
+            first_choice = response.choices[0]
+            if isinstance(first_choice, Choices) and getattr(
+                first_choice, "message", None
+            ):
+                message_to_append = first_choice.message.model_dump(exclude_none=True)
+        except Exception:
+            verbose_logger.exception("Failed to convert assistant message for MCP flow")
+
+        if message_to_append:
+            follow_up_messages.append(message_to_append)
+
+        for tool_result in tool_results:
+            follow_up_messages.append(
+                {
+                    "role": "tool",
+                    "tool_call_id": tool_result.get("tool_call_id"),
+                    "name": tool_result.get("name"),
+                    "content": tool_result.get("result", ""),
+                }
+            )
+
+        return follow_up_messages
+
     @staticmethod
     def _create_follow_up_input(
         response: ResponsesAPIResponse,
@@ -514,6 +638,9 @@ class LiteLLM_Proxy_MCP_Handler:
         function_calls: List[Dict[str, Any]] = []
 
         for output_item in response.output:
+            if not isinstance(output_item, dict) and hasattr(output_item, "model_dump"):
+                output_item = output_item.model_dump()
+
             if isinstance(output_item, dict):
                 if output_item.get("type") == "function_call":
                     call_id = output_item.get("call_id") or output_item.get("id")
diff --git a/litellm/router.py b/litellm/router.py
index de5573d0514..5e6027671b2 100644
--- a/litellm/router.py
+++ b/litellm/router.py
@@ -1265,7 +1265,7 @@ class Router:
 
             self._update_kwargs_before_fallbacks(model=model, kwargs=kwargs)
             request_priority = kwargs.get("priority") or self.default_priority
-            start_time = time.perf_counter()
+            start_time = time.time()
             _is_prompt_management_model = self._is_prompt_management_model(model)
 
             if _is_prompt_management_model:
@@ -1278,7 +1278,7 @@ class Router:
                 response = await self.schedule_acompletion(**kwargs)
             else:
                 response = await self.async_function_with_fallbacks(**kwargs)
-            end_time = time.perf_counter()
+            end_time = time.time()
             _duration = end_time - start_time
             asyncio.create_task(
                 self.service_logger_obj.async_service_success_hook(
@@ -1456,7 +1456,7 @@ class Router:
             input_kwargs_for_streaming_fallback["model"] = model
 
             parent_otel_span = _get_parent_otel_span_from_kwargs(kwargs)
-            start_time = time.perf_counter()
+            start_time = time.time()
             deployment = await self.async_get_available_deployment(
                 model=model,
                 messages=messages,
@@ -1465,7 +1465,7 @@ class Router:
             )
 
             _timeout_debug_deployment_dict = deployment
-            end_time = time.perf_counter()
+            end_time = time.time()
             _duration = end_time - start_time
             asyncio.create_task(
                 self.service_logger_obj.async_service_success_hook(
@@ -7680,7 +7680,7 @@ class Router:
             if isinstance(healthy_deployments, dict):
                 return healthy_deployments
 
-            start_time = time.perf_counter()
+            start_time = time.time()
             if (
                 self.routing_strategy == "usage-based-routing-v2"
                 and self.lowesttpm_logger_v2 is not None
@@ -7747,7 +7747,7 @@ class Router:
                 f"get_available_deployment for model: {model}, Selected deployment: {self.print_deployment(deployment)} for model: {model}"
             )
 
-            end_time = time.perf_counter()
+            end_time = time.time()
             _duration = end_time - start_time
             asyncio.create_task(
                 self.service_logger_obj.async_service_success_hook(
diff --git a/litellm/router_utils/cooldown_handlers.py b/litellm/router_utils/cooldown_handlers.py
index 158c2359bd8..81bfac2ad19 100644
--- a/litellm/router_utils/cooldown_handlers.py
+++ b/litellm/router_utils/cooldown_handlers.py
@@ -14,6 +14,7 @@ import litellm
 from litellm._logging import verbose_router_logger
 from litellm.constants import (
     DEFAULT_COOLDOWN_TIME_SECONDS,
+    DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS,
     DEFAULT_FAILURE_THRESHOLD_PERCENT,
     SINGLE_DEPLOYMENT_TRAFFIC_FAILURE_THRESHOLD,
 )
@@ -231,8 +232,10 @@ def _should_cooldown_deployment(
             return True
         elif (
             percent_fails > DEFAULT_FAILURE_THRESHOLD_PERCENT
+            and total_requests_this_minute >= DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS
             and not is_single_deployment_model_group  # by default we should avoid cooldowns on single deployment model groups
         ):
+            # Only apply error rate cooldown when we have enough requests to make the percentage meaningful
             return True
 
         elif (
diff --git a/litellm/types/integrations/prometheus.py b/litellm/types/integrations/prometheus.py
index a3dd4dcb1c6..6a254fc8252 100644
--- a/litellm/types/integrations/prometheus.py
+++ b/litellm/types/integrations/prometheus.py
@@ -354,6 +354,7 @@ class PrometheusMetricLabels:
         UserAPIKeyLabelNames.MODEL_ID.value,
         UserAPIKeyLabelNames.API_BASE.value,
         UserAPIKeyLabelNames.API_PROVIDER.value,
+        UserAPIKeyLabelNames.EXCEPTION_STATUS.value,
     ]
 
     litellm_deployment_successful_fallbacks = [
diff --git a/litellm/types/llms/custom_http.py b/litellm/types/llms/custom_http.py
index 9ed25005c05..ca348bad97c 100644
--- a/litellm/types/llms/custom_http.py
+++ b/litellm/types/llms/custom_http.py
@@ -25,6 +25,7 @@ class httpxSpecialProvider(str, Enum):
     MCP = "mcp"
     RAG = "rag"
     A2A = "a2a"
+    PromptManagement = "prompt_management"
 
 
 VerifyTypes = Union[str, bool, ssl.SSLContext]
diff --git a/litellm/types/llms/openai.py b/litellm/types/llms/openai.py
index d0e4bbf4a42..fc2bbb37ad4 100644
--- a/litellm/types/llms/openai.py
+++ b/litellm/types/llms/openai.py
@@ -14,6 +14,7 @@ from typing import (
 )
 
 import httpx
+from openai import Omit
 from openai._legacy_response import (
     HttpxBinaryResponseContent as _HttpxBinaryResponseContent,
 )
@@ -69,7 +70,7 @@ from openai.types.responses.response_create_params import (
     ToolParam,
 )
 from openai.types.responses.response_function_tool_call import ResponseFunctionToolCall
-from pydantic import BaseModel, ConfigDict, Discriminator, Field, PrivateAttr
+from pydantic import BaseModel, ConfigDict, Discriminator, PrivateAttr
 from typing_extensions import Annotated, Dict, Required, TypedDict, override
 
 from litellm.types.llms.base import BaseLiteLLMOpenAIResponseObject
@@ -346,6 +347,19 @@ class OpenAIFileObject(BaseModel):
 CREATE_FILE_REQUESTS_PURPOSE = Literal["assistants", "batch", "fine-tune"]
 
 
+# File expiration policy
+class FileExpiresAfter(TypedDict):
+    """
+    File expiration policy
+    
+    Properties:
+        anchor: Anchor timestamp after which the expiration policy applies. Supported anchors: created_at.
+        seconds: The number of seconds after the anchor time that the file will expire. Must be between 3600 (1 hour) and 2592000 (30 days).
+    """
+    anchor: Required[Literal["created_at"]]
+    seconds: Required[int]
+
+
 # OpenAI Files Types
 class CreateFileRequest(TypedDict, total=False):
     """
@@ -357,6 +371,7 @@ class CreateFileRequest(TypedDict, total=False):
         purpose: Literal['assistants', 'batch', 'fine-tune']
 
     Optional Params:
+        expires_after: Optional[FileExpiresAfter] - The expiration policy for a file
         extra_headers: Optional[Dict[str, str]]
         extra_body: Optional[Dict[str, str]] = None
         timeout: Optional[float] = None
@@ -364,6 +379,7 @@ class CreateFileRequest(TypedDict, total=False):
 
     file: Required[FileTypes]
     purpose: Required[CREATE_FILE_REQUESTS_PURPOSE]
+    expires_after: Optional[FileExpiresAfter]
     extra_headers: Optional[Dict[str, str]]
     extra_body: Optional[Dict[str, str]]
     timeout: Optional[float]
diff --git a/litellm/types/llms/vertex_ai.py b/litellm/types/llms/vertex_ai.py
index 7c67332b53a..9bc4ca1703d 100644
--- a/litellm/types/llms/vertex_ai.py
+++ b/litellm/types/llms/vertex_ai.py
@@ -213,6 +213,7 @@ class GenerationConfig(TypedDict, total=False):
     responseModalities: List[GeminiResponseModalities]
     imageConfig: GeminiImageConfig
     thinkingConfig: GeminiThinkingConfig
+    speechConfig: SpeechConfig
 
 
 class VertexToolName(str, Enum):
@@ -301,7 +302,6 @@ class RequestBody(TypedDict, total=False):
     generationConfig: GenerationConfig
     cachedContent: str
     labels: Dict[str, str]
-    speechConfig: SpeechConfig
 
 
 class CachedContentRequestBody(TypedDict, total=False):
diff --git a/litellm/types/prompts/init_prompts.py b/litellm/types/prompts/init_prompts.py
index 5621b4483e3..2d9f807bc26 100644
--- a/litellm/types/prompts/init_prompts.py
+++ b/litellm/types/prompts/init_prompts.py
@@ -11,6 +11,7 @@ class SupportedPromptIntegrations(str, Enum):
     CUSTOM = "custom"
     BITBUCKET = "bitbucket"
     GITLAB = "gitlab"
+    GENERIC_PROMPT_MANAGEMENT = "generic_prompt_management"
     ARIZE_PHOENIX = "arize_phoenix"
 
 
@@ -21,10 +22,16 @@ class PromptInfo(BaseModel):
 
 
 class PromptLiteLLMParams(BaseModel):
-    prompt_id: str
+    prompt_id: Optional[str] = None
     prompt_integration: str
-    api_key: Optional[str] = None
+
     api_base: Optional[str] = None
+    api_key: Optional[str] = None
+
+    provider_specific_query_params: Optional[Dict[str, Any]] = None
+
+    ignore_prompt_manager_model: Optional[bool] = False
+    ignore_prompt_manager_optional_params: Optional[bool] = False
 
     dotprompt_content: Optional[str] = None
     """
diff --git a/litellm/types/proxy/management_endpoints/model_management_endpoints.py b/litellm/types/proxy/management_endpoints/model_management_endpoints.py
index cb9dcc63e21..a8ff3971305 100644
--- a/litellm/types/proxy/management_endpoints/model_management_endpoints.py
+++ b/litellm/types/proxy/management_endpoints/model_management_endpoints.py
@@ -1,4 +1,4 @@
-from typing import Dict, List
+from typing import Dict, List, Union, Any
 
 from pydantic import BaseModel, Field
 
@@ -10,7 +10,10 @@ class ModelGroupInfoProxy(ModelGroupInfo):
 
 
 class UpdateUsefulLinksRequest(BaseModel):
-    useful_links: Dict[str, str]
+    # Supports both old format (Dict[str, str]) and new format (Dict[str, Dict[str, Any]])
+    # New format: { "displayName": { "url": "...", "index": 0 } }
+    # Old format: { "displayName": "url" } (for backward compatibility)
+    useful_links: Dict[str, Union[str, Dict[str, Any]]]
 
 
 class NewModelGroupRequest(BaseModel):
diff --git a/litellm/types/proxy/public_endpoints/public_endpoints.py b/litellm/types/proxy/public_endpoints/public_endpoints.py
index eeb1b10fe61..57d68771c7f 100644
--- a/litellm/types/proxy/public_endpoints/public_endpoints.py
+++ b/litellm/types/proxy/public_endpoints/public_endpoints.py
@@ -1,4 +1,4 @@
-from typing import Dict, List, Literal, Optional
+from typing import Dict, List, Literal, Optional, Union, Any
 
 from pydantic import BaseModel
 
@@ -7,7 +7,10 @@ class PublicModelHubInfo(BaseModel):
     docs_title: str
     custom_docs_description: Optional[str]
     litellm_version: str
-    useful_links: Optional[Dict[str, str]]
+    # Supports both old format (Dict[str, str]) and new format (Dict[str, Dict[str, Any]])
+    # New format: { "displayName": { "url": "...", "index": 0 } }
+    # Old format: { "displayName": "url" } (for backward compatibility)
+    useful_links: Optional[Dict[str, Union[str, Dict[str, Any]]]]
 
 
 class ProviderCredentialField(BaseModel):
diff --git a/litellm/utils.py b/litellm/utils.py
index cf9e64721fa..5702d8a4d20 100644
--- a/litellm/utils.py
+++ b/litellm/utils.py
@@ -793,10 +793,8 @@ def function_setup(  # noqa: PLR0915
             or call_type == CallTypes.transcription.value
         ):
             _file_obj: FileTypes = args[1] if len(args) > 1 else kwargs["file"]
-            file_checksum = (
-                litellm.litellm_core_utils.audio_utils.utils.get_audio_file_content_hash(
-                    file_obj=_file_obj
-                )
+            file_checksum = litellm.litellm_core_utils.audio_utils.utils.get_audio_file_content_hash(
+                file_obj=_file_obj
             )
             if "metadata" in kwargs:
                 kwargs["metadata"]["file_checksum"] = file_checksum
@@ -2903,7 +2901,7 @@ def get_optional_params_embeddings(  # noqa: PLR0915
             non_default_params=non_default_params,
             optional_params={},
             model=model,
-            drop_params=drop_params if drop_params is not None else False
+            drop_params=drop_params if drop_params is not None else False,
         )
     elif custom_llm_provider == "infinity":
         supported_params = get_supported_openai_params(
@@ -5063,7 +5061,9 @@ def _get_model_info_helper(  # noqa: PLR0915
                     "output_cost_per_video_per_second", None
                 ),
                 output_cost_per_image=_model_info.get("output_cost_per_image", None),
-                output_cost_per_image_token=_model_info.get("output_cost_per_image_token", None),
+                output_cost_per_image_token=_model_info.get(
+                    "output_cost_per_image_token", None
+                ),
                 output_vector_size=_model_info.get("output_vector_size", None),
                 citation_cost_per_token=_model_info.get(
                     "citation_cost_per_token", None
@@ -6719,7 +6719,9 @@ def _get_base_model_from_metadata(model_call_details=None):
             return _base_model
         metadata = litellm_params.get("metadata", {})
 
-        base_model_from_metadata = _get_base_model_from_litellm_call_metadata(metadata=metadata)
+        base_model_from_metadata = _get_base_model_from_litellm_call_metadata(
+            metadata=metadata
+        )
         if base_model_from_metadata is not None:
             return base_model_from_metadata
 
@@ -6808,14 +6810,22 @@ def is_cached_message(message: AllMessageValues) -> bool:
     """
     if "content" not in message:
         return False
-    if message["content"] is None or isinstance(message["content"], str):
+
+    content = message["content"]
+
+    # Handle non-list content types (None, str, etc.)
+    if not isinstance(content, list):
         return False
 
-    for content in message["content"]:
+    for content_item in content:
+        # Ensure content_item is a dictionary before accessing keys
+        if not isinstance(content_item, dict):
+            continue
+
         if (
-            content["type"] == "text"
-            and content.get("cache_control") is not None
-            and content["cache_control"]["type"] == "ephemeral"  # type: ignore
+            content_item.get("type") == "text"
+            and content_item.get("cache_control") is not None
+            and content_item.get("cache_control", {}).get("type") == "ephemeral"
         ):
             return True
 
@@ -7475,8 +7485,11 @@ class ProviderConfigManager:
             # Note: GPT models (gpt-3.5, gpt-4, gpt-5, etc.) support temperature parameter
             # O-series models (o1, o3) do not contain "gpt" and have different parameter restrictions
             is_gpt_model = model and "gpt" in model.lower()
-            is_o_series = model and ("o_series" in model.lower() or (supports_reasoning(model) and not is_gpt_model))
-            
+            is_o_series = model and (
+                "o_series" in model.lower()
+                or (supports_reasoning(model) and not is_gpt_model)
+            )
+
             if is_o_series:
                 return litellm.AzureOpenAIOSeriesResponsesAPIConfig()
             else:
@@ -7495,10 +7508,10 @@ class ProviderConfigManager:
     ) -> Optional["BaseSkillsAPIConfig"]:
         """
         Get provider-specific Skills API configuration
-        
+
         Args:
             provider: The LLM provider
-            
+
         Returns:
             Provider-specific Skills API config or None
         """
@@ -8197,7 +8210,9 @@ def get_non_default_transcription_params(kwargs: dict) -> dict:
     return non_default_params
 
 
-def add_openai_metadata(metadata: Optional[Mapping[str, Any]]) -> Optional[Dict[str, str]]:
+def add_openai_metadata(
+    metadata: Optional[Mapping[str, Any]],
+) -> Optional[Dict[str, str]]:
     """
     Add metadata to openai optional parameters, excluding hidden params.
 
@@ -8231,6 +8246,7 @@ def add_openai_metadata(metadata: Optional[Mapping[str, Any]]) -> Optional[Dict[
 
     return visible_metadata.copy()
 
+
 def get_requester_metadata(metadata: dict):
     if not metadata:
         return None
@@ -8247,6 +8263,7 @@ def get_requester_metadata(metadata: dict):
 
     return None
 
+
 def return_raw_request(endpoint: CallTypes, kwargs: dict) -> RawRequestTypedDict:
     """
     Return the json str of the request
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 24a9ec6464b..5bee9c358af 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -3424,6 +3424,172 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "azure/gpt-5.2": {
+        "cache_read_input_token_cost": 1.75e-07,
+        "input_cost_per_token": 1.75e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "image"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/gpt-5.2-2025-12-11": {
+        "cache_read_input_token_cost": 1.75e-07,
+        "cache_read_input_token_cost_priority": 3.5e-07,
+        "input_cost_per_token": 1.75e-06,
+        "input_cost_per_token_priority": 3.5e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-05,
+        "output_cost_per_token_priority": 2.8e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text",
+            "image"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_service_tier": true,
+        "supports_vision": true
+    },
+    "azure/gpt-5.2-chat-2025-12-11": {
+        "cache_read_input_token_cost": 1.75e-07,
+        "cache_read_input_token_cost_priority": 3.5e-07,
+        "input_cost_per_token": 1.75e-06,
+        "input_cost_per_token_priority": 3.5e-06,
+        "litellm_provider": "azure",
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "max_tokens": 16384,
+        "mode": "chat",
+        "output_cost_per_token": 1.4e-05,
+        "output_cost_per_token_priority": 2.8e-05,
+        "supported_endpoints": [
+            "/v1/chat/completions",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true
+    },
+    "azure/gpt-5.2-pro": {
+        "input_cost_per_token": 2.1e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1.68e-04,
+        "supported_endpoints": [
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
+    "azure/gpt-5.2-pro-2025-12-11": {
+        "input_cost_per_token": 2.1e-05,
+        "litellm_provider": "azure",
+        "max_input_tokens": 400000,
+        "max_output_tokens": 128000,
+        "max_tokens": 128000,
+        "mode": "responses",
+        "output_cost_per_token": 1.68e-04,
+        "supported_endpoints": [
+            "/v1/batch",
+            "/v1/responses"
+        ],
+        "supported_modalities": [
+            "text",
+            "image"
+        ],
+        "supported_output_modalities": [
+            "text"
+        ],
+        "supports_function_calling": true,
+        "supports_native_streaming": true,
+        "supports_parallel_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_system_messages": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_web_search": true
+    },
     "azure/gpt-image-1": {
         "input_cost_per_pixel": 4.0054321e-08,
         "litellm_provider": "azure",
@@ -24798,6 +24964,32 @@
         "supports_vision": true,
         "tool_use_system_prompt_tokens": 159
     },
+    "eu.anthropic.claude-opus-4-5-20251101-v1:0": {
+        "cache_creation_input_token_cost": 6.25e-06,
+        "cache_read_input_token_cost": 5e-07,
+        "input_cost_per_token": 5e-06,
+        "litellm_provider": "bedrock_converse",
+        "max_input_tokens": 200000,
+        "max_output_tokens": 64000,
+        "max_tokens": 64000,
+        "mode": "chat",
+        "output_cost_per_token": 2.5e-05,
+        "search_context_cost_per_query": {
+            "search_context_size_high": 0.01,
+            "search_context_size_low": 0.01,
+            "search_context_size_medium": 0.01
+        },
+        "supports_assistant_prefill": true,
+        "supports_computer_use": true,
+        "supports_function_calling": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "tool_use_system_prompt_tokens": 159
+    },
     "us.anthropic.claude-sonnet-4-20250514-v1:0": {
         "cache_creation_input_token_cost": 3.75e-06,
         "cache_read_input_token_cost": 3e-07,
@@ -30608,5 +30800,4 @@
         "litellm_provider": "fireworks_ai",
         "mode": "chat"
     }
-
-}
+}
\ No newline at end of file
diff --git a/requirements.txt b/requirements.txt
index 433f346dcb6..97617ed63ac 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,7 @@
 # LITELLM PROXY DEPENDENCIES #
 anyio==4.8.0 # openai + http req.
 httpx==0.28.1
-openai==2.8.0  # openai req.
+openai==2.9.0  # openai req.
 fastapi==0.120.1 # server dep
 starlette==0.49.1 # starlette fastapi dep
 backoff==2.2.1 # server dep
diff --git a/schema.prisma b/schema.prisma
index b76bb0401da..fd77a86f42c 100644
--- a/schema.prisma
+++ b/schema.prisma
@@ -602,6 +602,8 @@ model LiteLLM_ManagedFileTable {
   file_object Json? // Stores the OpenAIFileObject
   model_mappings Json
   flat_model_file_ids String[]  @default([]) // Flat list of model file id's - for faster querying of model id -> unified file id
+  storage_backend String? // Storage backend name (e.g., "azure_storage", "gcs", "default")
+  storage_url String? // The actual storage URL where the file is stored
   created_at DateTime @default(now())
   created_by String? 
   updated_at DateTime @updatedAt
diff --git a/scripts/benchmark_proxy_vs_provider.py b/scripts/benchmark_proxy_vs_provider.py
new file mode 100755
index 00000000000..94fd0ed00c7
--- /dev/null
+++ b/scripts/benchmark_proxy_vs_provider.py
@@ -0,0 +1,774 @@
+#!/usr/bin/env python3
+"""
+Benchmark script comparing LiteLLM proxy vs direct provider endpoint.
+Makes parallel calls to each endpoint and compares statistics including latency, throughput, and success rates.
+
+USAGE EXAMPLES:
+
+1. Basic Usage (Sequential, Recommended):
+   # Set required environment variables
+   export LITELLM_PROXY_URL='http://localhost:4000/chat/completions'
+   export PROVIDER_URL='https://api.openai.com/v1/chat/completions'
+   export LITELLM_PROXY_API_KEY='sk-1234'
+   export PROVIDER_API_KEY='sk-openai-key'
+   
+   # Run from scripts directory
+   cd scripts
+   python benchmark_proxy_vs_provider.py
+
+2. Multiple Runs for Statistical Accuracy:
+   python benchmark_proxy_vs_provider.py --runs 5
+   # Averages results across 5 runs for more reliable metrics
+
+3. Realistic Load Testing with Concurrency Limit:
+   python benchmark_proxy_vs_provider.py --max-concurrent 100 --requests 2000
+   # Limits to 100 concurrent requests (prevents overwhelming the server)
+
+4. Quick Test with Fewer Requests:
+   python benchmark_proxy_vs_provider.py --requests 100
+   # Faster test with 100 requests instead of default 1000
+
+5. Parallel Execution (Not Recommended):
+   python benchmark_proxy_vs_provider.py --parallel
+   # Runs both benchmarks simultaneously (may affect accuracy)
+
+6. Custom Timeout:
+   python benchmark_proxy_vs_provider.py --timeout 120
+   # Sets request timeout to 120 seconds
+
+7. Combined Options:
+   python benchmark_proxy_vs_provider.py --runs 3 --requests 500 --max-concurrent 50
+   # 3 runs, 500 requests each, max 50 concurrent
+
+REQUIRED ENVIRONMENT VARIABLES:
+  - LITELLM_PROXY_URL: Full URL to LiteLLM proxy chat completions endpoint
+  - PROVIDER_URL: Full URL to direct provider chat completions endpoint
+
+OPTIONAL ENVIRONMENT VARIABLES:
+  - LITELLM_PROXY_API_KEY: API key for LiteLLM proxy (if auth required)
+  - PROVIDER_API_KEY: API key for direct provider (if auth required)
+
+OUTPUT:
+  The script provides detailed statistics including:
+  - Success/error rates
+  - Latency metrics (mean, median, p95, p99)
+  - Throughput (requests per second)
+  - Comparison between proxy and provider performance
+  - Run-to-run variance (when using --runs > 1)
+"""
+
+import asyncio
+import aiohttp
+import time
+import json
+import argparse
+import os
+from typing import List, Dict, Any, Optional
+from dataclasses import dataclass, field
+from statistics import mean, median, stdev
+import sys
+from aiohttp import TCPConnector
+
+
+@dataclass
+class RequestStats:
+    """Statistics for a single request"""
+    success: bool
+    latency: float
+    error: str = ""
+    status_code: int = 0
+
+
+@dataclass
+class BenchmarkResults:
+    """Aggregated benchmark results"""
+    total_requests: int = 0
+    successful_requests: int = 0
+    failed_requests: int = 0
+    latencies: List[float] = field(default_factory=list)
+    errors: List[str] = field(default_factory=list)
+    status_codes: Dict[int, int] = field(default_factory=dict)
+    total_time: float = 0.0
+    
+    def calculate_stats(self) -> Dict[str, Any]:
+        """Calculate statistics from the results"""
+        if not self.latencies:
+            return {
+                "total_requests": self.total_requests,
+                "successful_requests": self.successful_requests,
+                "failed_requests": self.failed_requests,
+                "success_rate": 0.0,
+                "error_rate": 1.0,
+                "total_time": self.total_time,
+                "requests_per_second": 0.0,
+                "status_codes": self.status_codes,
+                "unique_errors": len(set(self.errors)) if self.errors else 0,
+            }
+        
+        return {
+            "total_requests": self.total_requests,
+            "successful_requests": self.successful_requests,
+            "failed_requests": self.failed_requests,
+            "success_rate": (self.successful_requests / self.total_requests) * 100,
+            "error_rate": (self.failed_requests / self.total_requests) * 100,
+            "total_time": self.total_time,
+            "requests_per_second": self.total_requests / self.total_time if self.total_time > 0 else 0,
+            "latency_stats": {
+                "mean": mean(self.latencies),
+                "median": median(self.latencies),
+                "min": min(self.latencies),
+                "max": max(self.latencies),
+                "std_dev": stdev(self.latencies) if len(self.latencies) > 1 else 0.0,
+                "p50": median(self.latencies),
+                "p95": self._percentile(self.latencies, 95),
+                "p99": self._percentile(self.latencies, 99),
+            },
+            "status_codes": self.status_codes,
+            "unique_errors": len(set(self.errors)) if self.errors else 0,
+        }
+    
+    @staticmethod
+    def _percentile(data: List[float], percentile: int) -> float:
+        """Calculate percentile"""
+        sorted_data = sorted(data)
+        index = int(len(sorted_data) * (percentile / 100))
+        if index >= len(sorted_data):
+            index = len(sorted_data) - 1
+        return sorted_data[index]
+
+
+async def make_request(
+    session: aiohttp.ClientSession,
+    url: str,
+    headers: Dict[str, str],
+    payload: Dict[str, Any],
+    timeout: aiohttp.ClientTimeout,
+) -> RequestStats:
+    """Make a single async request and return stats"""
+    # Use time.perf_counter() for higher precision timing
+    start_time = time.perf_counter()
+    try:
+        async with session.post(url, json=payload, headers=headers, timeout=timeout) as response:
+            # Read response body to ensure complete transfer
+            response_body = await response.read()
+            latency = time.perf_counter() - start_time
+            status_code = response.status
+            
+            if response.status == 200:
+                # Validate response is valid JSON
+                try:
+                    json.loads(response_body)
+                except json.JSONDecodeError:
+                    return RequestStats(
+                        success=False,
+                        latency=latency,
+                        error="Invalid JSON response",
+                        status_code=status_code,
+                    )
+                
+                return RequestStats(
+                    success=True,
+                    latency=latency,
+                    status_code=status_code,
+                )
+            else:
+                error_text = response_body.decode('utf-8', errors='ignore')[:100]
+                return RequestStats(
+                    success=False,
+                    latency=latency,
+                    error=f"HTTP {status_code}: {error_text}",
+                    status_code=status_code,
+                )
+    except asyncio.TimeoutError:
+        latency = time.perf_counter() - start_time
+        return RequestStats(
+            success=False,
+            latency=latency,
+            error="Timeout",
+            status_code=0,
+        )
+    except Exception as e:
+        latency = time.perf_counter() - start_time
+        return RequestStats(
+            success=False,
+            latency=latency,
+            error=str(e)[:100],
+            status_code=0,
+        )
+
+
+async def warmup_endpoint(
+    url: str,
+    headers: Dict[str, str],
+    payload: Dict[str, Any],
+    num_warmup: int = 5,
+    timeout_seconds: int = 60,
+) -> None:
+    """Perform warm-up requests to avoid cold start penalties"""
+    timeout = aiohttp.ClientTimeout(total=timeout_seconds)
+    connector = TCPConnector(
+        limit=100,  # Max connections
+        limit_per_host=50,  # Max connections per host
+        ttl_dns_cache=300,  # DNS cache TTL
+        force_close=False,  # Reuse connections
+    )
+    
+    async with aiohttp.ClientSession(connector=connector) as session:
+        tasks = [
+            make_request(session, url, headers, payload, timeout)
+            for _ in range(num_warmup)
+        ]
+        await asyncio.gather(*tasks, return_exceptions=True)
+    
+    # Brief pause after warmup to let connections stabilize
+    await asyncio.sleep(0.5)
+
+
+async def make_request_with_semaphore(
+    session: aiohttp.ClientSession,
+    semaphore: asyncio.Semaphore,
+    url: str,
+    headers: Dict[str, str],
+    payload: Dict[str, Any],
+    timeout: aiohttp.ClientTimeout,
+) -> RequestStats:
+    """Make a request with semaphore-based concurrency control"""
+    async with semaphore:
+        return await make_request(session, url, headers, payload, timeout)
+
+
+async def benchmark_endpoint(
+    url: str,
+    headers: Dict[str, str],
+    payload: Dict[str, Any],
+    num_requests: int = 1000,
+    timeout_seconds: int = 60,
+    warmup: bool = True,
+    max_concurrent: Optional[int] = None,
+) -> BenchmarkResults:
+    """Benchmark an endpoint with parallel requests
+    
+    Args:
+        url: Endpoint URL to benchmark
+        headers: HTTP headers
+        payload: Request payload
+        num_requests: Total number of requests to make
+        timeout_seconds: Request timeout
+        warmup: Whether to perform warm-up requests
+        max_concurrent: Maximum concurrent requests (None = unlimited, all at once)
+    """
+    print(f"\nStarting benchmark for {url}")
+    
+    if warmup:
+        print(f"   Warming up with 5 requests...")
+        await warmup_endpoint(url, headers, payload, num_warmup=5, timeout_seconds=timeout_seconds)
+    
+    if max_concurrent:
+        print(f"   Making {num_requests} requests with max {max_concurrent} concurrent...")
+    else:
+        print(f"   Making {num_requests} requests in parallel (unlimited concurrency)...")
+    
+    results = BenchmarkResults(total_requests=num_requests)
+    timeout = aiohttp.ClientTimeout(total=timeout_seconds)
+    
+    # Set connector limits based on concurrency
+    if max_concurrent:
+        connector_limit = min(max_concurrent * 2, 200)  # Allow some headroom
+        connector_limit_per_host = max_concurrent
+    else:
+        connector_limit = 200
+        connector_limit_per_host = 100
+    
+    # Use optimized connector for connection pooling and reuse
+    connector = TCPConnector(
+        limit=connector_limit,
+        limit_per_host=connector_limit_per_host,
+        ttl_dns_cache=300,  # DNS cache TTL (5 minutes)
+        force_close=False,  # Reuse connections for better performance
+        enable_cleanup_closed=True,  # Clean up closed connections
+    )
+    
+    # Use time.perf_counter() for higher precision
+    start_time = time.perf_counter()
+    
+    async with aiohttp.ClientSession(connector=connector) as session:
+        if max_concurrent:
+            # Use semaphore to limit concurrency
+            semaphore = asyncio.Semaphore(max_concurrent)
+            tasks = [
+                make_request_with_semaphore(session, semaphore, url, headers, payload, timeout)
+                for _ in range(num_requests)
+            ]
+        else:
+            # Create all tasks at once for maximum parallelism
+            tasks = [
+                make_request(session, url, headers, payload, timeout)
+                for _ in range(num_requests)
+            ]
+        
+        # Execute all requests (with concurrency limit if specified)
+        request_stats = await asyncio.gather(*tasks)
+    
+    results.total_time = time.perf_counter() - start_time
+    
+    # Aggregate results
+    for stats in request_stats:
+        if stats.success:
+            results.successful_requests += 1
+            results.latencies.append(stats.latency)
+        else:
+            results.failed_requests += 1
+            results.errors.append(stats.error)
+        
+        if stats.status_code > 0:
+            results.status_codes[stats.status_code] = results.status_codes.get(stats.status_code, 0) + 1
+    
+    return results
+
+
+def print_results(name: str, results: BenchmarkResults):
+    """Print formatted benchmark results"""
+    stats = results.calculate_stats()
+    
+    print(f"\n{'='*60}")
+    print(f"Results for {name}")
+    print(f"{'='*60}")
+    print(f"Total Requests:        {stats['total_requests']}")
+    print(f"Successful Requests:   {stats['successful_requests']}")
+    print(f"Failed Requests:       {stats['failed_requests']}")
+    print(f"Success Rate:          {stats['success_rate']:.2f}%")
+    print(f"Error Rate:            {stats['error_rate']:.2f}%")
+    print(f"Total Time:            {stats['total_time']:.2f}s")
+    print(f"Requests/Second:       {stats['requests_per_second']:.2f}")
+    
+    if 'latency_stats' in stats:
+        latency = stats['latency_stats']
+        print(f"\nLatency Statistics (seconds):")
+        print(f"   Mean:               {latency['mean']:.4f}s")
+        print(f"   Median (p50):       {latency['median']:.4f}s")
+        print(f"   Min:                {latency['min']:.4f}s")
+        print(f"   Max:                {latency['max']:.4f}s")
+        print(f"   Std Dev:            {latency['std_dev']:.4f}s")
+        print(f"   p95:                {latency['p95']:.4f}s")
+        print(f"   p99:                {latency['p99']:.4f}s")
+    
+    if stats['status_codes']:
+        print(f"\nStatus Codes:")
+        for code, count in sorted(stats['status_codes'].items()):
+            print(f"   {code}: {count}")
+    
+    if results.errors:
+        print(f"\nErrors (showing first 5 unique):")
+        unique_errors = list(set(results.errors))[:5]
+        for error in unique_errors:
+            count = results.errors.count(error)
+            print(f"   [{count}x] {error}")
+
+
+def aggregate_results(results_list: List[BenchmarkResults]) -> BenchmarkResults:
+    """Aggregate results from multiple runs"""
+    if not results_list:
+        return BenchmarkResults()
+    
+    aggregated = BenchmarkResults()
+    
+    # Aggregate all latencies
+    all_latencies = []
+    all_errors = []
+    total_requests = 0
+    total_successful = 0
+    total_failed = 0
+    total_time_sum = 0.0
+    status_codes_combined = {}
+    
+    for result in results_list:
+        all_latencies.extend(result.latencies)
+        all_errors.extend(result.errors)
+        total_requests += result.total_requests
+        total_successful += result.successful_requests
+        total_failed += result.failed_requests
+        total_time_sum += result.total_time
+        
+        for code, count in result.status_codes.items():
+            status_codes_combined[code] = status_codes_combined.get(code, 0) + count
+    
+    aggregated.latencies = all_latencies
+    aggregated.errors = all_errors
+    aggregated.total_requests = total_requests
+    aggregated.successful_requests = total_successful
+    aggregated.failed_requests = total_failed
+    aggregated.total_time = total_time_sum / len(results_list)  # Average time
+    aggregated.status_codes = status_codes_combined
+    
+    return aggregated
+
+
+def print_run_variance(name: str, results_list: List[BenchmarkResults]):
+    """Print variance statistics across multiple runs"""
+    if len(results_list) <= 1:
+        return
+    
+    print(f"\n{'='*60}")
+    print(f"Run-to-Run Variance: {name}")
+    print(f"{'='*60}")
+    
+    # Collect mean latencies from each run
+    mean_latencies = []
+    throughputs = []
+    
+    for result in results_list:
+        stats = result.calculate_stats()
+        if 'latency_stats' in stats:
+            mean_latencies.append(stats['latency_stats']['mean'])
+        throughputs.append(stats['requests_per_second'])
+    
+    if mean_latencies:
+        print(f"\nMean Latency Variance:")
+        print(f"   Runs:           {len(mean_latencies)}")
+        print(f"   Mean:           {mean(mean_latencies):.4f}s")
+        print(f"   Min:            {min(mean_latencies):.4f}s")
+        print(f"   Max:            {max(mean_latencies):.4f}s")
+        print(f"   Std Dev:        {stdev(mean_latencies):.4f}s" if len(mean_latencies) > 1 else "   Std Dev:        N/A")
+        print(f"   Coefficient of Variation: {(stdev(mean_latencies) / mean(mean_latencies) * 100):.2f}%" if len(mean_latencies) > 1 else "   Coefficient of Variation: N/A")
+    
+    if throughputs:
+        print(f"\nThroughput Variance:")
+        print(f"   Mean:           {mean(throughputs):.2f} req/s")
+        print(f"   Min:            {min(throughputs):.2f} req/s")
+        print(f"   Max:            {max(throughputs):.2f} req/s")
+        print(f"   Std Dev:        {stdev(throughputs):.2f} req/s" if len(throughputs) > 1 else "   Std Dev:        N/A")
+
+
+def compare_results(proxy_results: BenchmarkResults, provider_results: BenchmarkResults):
+    """Compare and print differences between proxy and provider results"""
+    proxy_stats = proxy_results.calculate_stats()
+    provider_stats = provider_results.calculate_stats()
+    
+    print(f"\n{'='*60}")
+    print(f"Comparison: LiteLLM Proxy vs Direct Provider")
+    print(f"{'='*60}")
+    
+    # Success Rate Comparison
+    print(f"\nSuccess Rate:")
+    print(f"   Proxy:   {proxy_stats['success_rate']:.2f}%")
+    print(f"   Provider: {provider_stats['success_rate']:.2f}%")
+    diff = proxy_stats['success_rate'] - provider_stats['success_rate']
+    print(f"   Difference: {diff:+.2f}%")
+    
+    # Throughput Comparison
+    print(f"\nThroughput (requests/second):")
+    print(f"   Proxy:   {proxy_stats['requests_per_second']:.2f}")
+    print(f"   Provider: {provider_stats['requests_per_second']:.2f}")
+    diff = proxy_stats['requests_per_second'] - provider_stats['requests_per_second']
+    print(f"   Difference: {diff:+.2f} req/s")
+    
+    # Latency Comparison
+    if 'latency_stats' in proxy_stats and 'latency_stats' in provider_stats:
+        print(f"\nLatency Comparison (seconds):")
+        proxy_latency = proxy_stats['latency_stats']
+        provider_latency = provider_stats['latency_stats']
+        
+        metrics = ['mean', 'median', 'p95', 'p99']
+        for metric in metrics:
+            proxy_val = proxy_latency[metric]
+            provider_val = provider_latency[metric]
+            diff = proxy_val - provider_val
+            diff_pct = (diff / provider_val * 100) if provider_val > 0 else 0
+            print(f"   {metric.upper():8s}: Proxy={proxy_val:.4f}s, Provider={provider_val:.4f}s, Diff={diff:+.4f}s ({diff_pct:+.2f}%)")
+    
+    # Total Time Comparison
+    print(f"\nTotal Time:")
+    print(f"   Proxy:   {proxy_stats['total_time']:.2f}s")
+    print(f"   Provider: {provider_stats['total_time']:.2f}s")
+    diff = proxy_stats['total_time'] - provider_stats['total_time']
+    diff_pct = (diff / provider_stats['total_time'] * 100) if provider_stats['total_time'] > 0 else 0
+    print(f"   Difference: {diff:+.2f}s ({diff_pct:+.2f}%)")
+
+
+async def main():
+    """Main benchmark function"""
+    parser = argparse.ArgumentParser(
+        description="Benchmark LiteLLM proxy vs direct provider endpoint",
+        formatter_class=argparse.RawDescriptionHelpFormatter,
+        epilog="""
+Environment Variables (required):
+  LITELLM_PROXY_URL    - URL of the LiteLLM proxy endpoint (e.g., http://localhost:4000/chat/completions)
+  PROVIDER_URL         - URL of the direct provider endpoint (e.g., https://api.openai.com/v1/chat/completions)
+  LITELLM_PROXY_API_KEY - API key for LiteLLM proxy (optional, but may be required)
+  PROVIDER_API_KEY     - API key for direct provider (optional, but may be required)
+
+Examples:
+  # 1. Basic usage (recommended - sequential execution)
+  export LITELLM_PROXY_URL='http://localhost:4000/chat/completions'
+  export PROVIDER_URL='https://api.openai.com/v1/chat/completions'
+  export LITELLM_PROXY_API_KEY='sk-1234'
+  export PROVIDER_API_KEY='sk-openai-key'
+  python scripts/benchmark_proxy_vs_provider.py
+  
+  # 2. Multiple runs for statistical accuracy (recommended)
+  python scripts/benchmark_proxy_vs_provider.py --runs 5
+  
+  # 3. Realistic load testing with concurrency limit
+  python scripts/benchmark_proxy_vs_provider.py --max-concurrent 100 --requests 2000
+  
+  # 4. Quick test with fewer requests
+  python scripts/benchmark_proxy_vs_provider.py --requests 100
+  
+  # 5. Parallel execution (not recommended - may affect accuracy)
+  python scripts/benchmark_proxy_vs_provider.py --parallel
+  
+  # 6. Custom timeout for slower endpoints
+  python scripts/benchmark_proxy_vs_provider.py --timeout 120
+  
+  # 7. Combined options for comprehensive testing
+  python scripts/benchmark_proxy_vs_provider.py --runs 3 --requests 500 --max-concurrent 50
+  
+  # 8. Skip warmup (not recommended - may affect first request accuracy)
+  python scripts/benchmark_proxy_vs_provider.py --no-warmup
+        """
+    )
+    parser.add_argument(
+        "--parallel",
+        action="store_true",
+        help="Run both benchmarks in parallel (default: sequential to avoid interference)",
+    )
+    parser.add_argument(
+        "--requests",
+        type=int,
+        default=1000,
+        help="Number of requests per endpoint (default: 1000)",
+    )
+    parser.add_argument(
+        "--timeout",
+        type=int,
+        default=60,
+        help="Request timeout in seconds (default: 60)",
+    )
+    parser.add_argument(
+        "--runs",
+        type=int,
+        default=1,
+        help="Number of benchmark runs to average (default: 1, recommended: 3-5 for accuracy)",
+    )
+    parser.add_argument(
+        "--no-warmup",
+        action="store_true",
+        help="Skip warm-up requests (not recommended)",
+    )
+    parser.add_argument(
+        "--max-concurrent",
+        type=int,
+        default=None,
+        help="Maximum concurrent requests (default: unlimited - all at once). "
+             "Useful for realistic load testing (e.g., --max-concurrent 100)",
+    )
+    
+    args = parser.parse_args()
+    
+    # Configuration from environment variables
+    LITELLM_PROXY_URL = os.getenv("LITELLM_PROXY_URL")
+    PROVIDER_URL = os.getenv("PROVIDER_URL")
+    LITELLM_PROXY_API_KEY = os.getenv("LITELLM_PROXY_API_KEY", "")
+    PROVIDER_API_KEY = os.getenv("PROVIDER_API_KEY", "")
+    
+    # Validate required environment variables
+    if not LITELLM_PROXY_URL:
+        print("Error: LITELLM_PROXY_URL environment variable is required")
+        print("   Example: export LITELLM_PROXY_URL='https://your-proxy.com/chat/completions'")
+        sys.exit(1)
+    
+    if not PROVIDER_URL:
+        print("Error: PROVIDER_URL environment variable is required")
+        print("   Example: export PROVIDER_URL='https://your-provider.com/v1/chat/completions'")
+        sys.exit(1)
+    
+    # Headers for LiteLLM proxy
+    proxy_headers = {
+        "Content-Type": "application/json",
+    }
+    if LITELLM_PROXY_API_KEY:
+        proxy_headers["Authorization"] = f"Bearer {LITELLM_PROXY_API_KEY}"
+    else:
+        print("Warning: LITELLM_PROXY_API_KEY not set, requests may fail if authentication is required")
+    
+    # Headers for direct provider
+    provider_headers = {
+        "Content-Type": "application/json",
+    }
+    if PROVIDER_API_KEY:
+        provider_headers["Authorization"] = f"Bearer {PROVIDER_API_KEY}"
+    else:
+        print("Warning: PROVIDER_API_KEY not set, requests may fail if authentication is required")
+    
+    # Payload (same for both)
+    payload = {
+        "model": "db-openai-endpoint",  # For proxy
+        "messages": [
+            {
+                "role": "user",
+                "content": "Hello, how are you?"
+            }
+        ],
+        "max_tokens": 100,
+        "user": "new_user"
+    }
+    
+    # For direct provider, might need different model name
+    provider_payload = payload.copy()
+    # provider_payload["model"] = "gpt-3.5-turbo"  # Uncomment if needed
+    
+    num_requests = args.requests
+    timeout_seconds = args.timeout
+    
+    print("="*60)
+    print("LiteLLM Proxy vs Provider Benchmark")
+    print("="*60)
+    print(f"Configuration (from environment variables):")
+    print(f"  Proxy URL:    {LITELLM_PROXY_URL}")
+    print(f"  Provider URL: {PROVIDER_URL}")
+    print(f"  Proxy API Key: {'Set' if LITELLM_PROXY_API_KEY else 'Not set (may cause auth errors)'}")
+    print(f"  Provider API Key: {'Set' if PROVIDER_API_KEY else 'Not set (may cause auth errors)'}")
+    print(f"  Requests:     {num_requests}")
+    print(f"  Runs:         {args.runs}")
+    print(f"  Max Concurrent: {args.max_concurrent if args.max_concurrent else 'Unlimited (all at once)'}")
+    print(f"  Timeout:      {timeout_seconds}s")
+    print(f"  Warmup:       {'Enabled' if not args.no_warmup else 'Disabled (not recommended)'}")
+    print(f"  Mode:         {'Parallel (may affect results)' if args.parallel else 'Sequential (recommended)'}")
+    
+    if not args.max_concurrent:
+        print(f"\nTip: Use --max-concurrent 100 for more realistic load testing")
+        print(f"   (prevents overwhelming the server with all requests at once)")
+    
+    if args.parallel:
+        print(f"\nWARNING: Running benchmarks in parallel may affect results due to:")
+        print(f"   - Shared network bandwidth")
+        print(f"   - Provider endpoint receiving double load (via proxy + direct)")
+        print(f"   - Potential rate limiting issues")
+        print(f"   - Resource contention")
+    
+    # Run benchmarks multiple times if requested
+    all_proxy_results = []
+    all_provider_results = []
+    
+    warmup_enabled = not args.no_warmup
+    
+    if args.runs > 1:
+        print(f"\nRunning {args.runs} benchmark runs for statistical accuracy...")
+        print(f"   Results will be averaged across all runs.\n")
+    
+    overall_start_time = time.perf_counter()
+    
+    # Initialize to satisfy type checker (will always be set in loop)
+    proxy_results: Optional[BenchmarkResults] = None
+    provider_results: Optional[BenchmarkResults] = None
+    
+    for run_num in range(1, args.runs + 1):
+        if args.runs > 1:
+            print(f"\n{'='*60}")
+            print(f"Run {run_num}/{args.runs}")
+            print(f"{'='*60}")
+        
+        if args.parallel:
+            print(f"\nRunning both benchmarks in parallel...")
+            proxy_results, provider_results = await asyncio.gather(
+                benchmark_endpoint(
+                    LITELLM_PROXY_URL,
+                    proxy_headers,
+                    payload,
+                    num_requests,
+                    timeout_seconds,
+                    warmup=warmup_enabled and run_num == 1,  # Only warmup on first run
+                    max_concurrent=args.max_concurrent,
+                ),
+                benchmark_endpoint(
+                    PROVIDER_URL,
+                    provider_headers,
+                    provider_payload,
+                    num_requests,
+                    timeout_seconds,
+                    warmup=warmup_enabled and run_num == 1,  # Only warmup on first run
+                    max_concurrent=args.max_concurrent,
+                ),
+            )
+        else:
+            print(f"\nRunning benchmarks sequentially (proxy first, then provider)...")
+            if run_num == 1:
+                print(f"   This ensures accurate results without interference.\n")
+            
+            proxy_results = await benchmark_endpoint(
+                LITELLM_PROXY_URL,
+                proxy_headers,
+                payload,
+                num_requests,
+                timeout_seconds,
+                warmup=warmup_enabled and run_num == 1,  # Only warmup on first run
+                max_concurrent=args.max_concurrent,
+            )
+            
+            if run_num < args.runs or args.runs == 1:
+                print(f"\nWaiting 3 seconds before starting provider benchmark...")
+                await asyncio.sleep(3)  # Longer pause to ensure clean separation
+            
+            provider_results = await benchmark_endpoint(
+                PROVIDER_URL,
+                provider_headers,
+                provider_payload,
+                num_requests,
+                timeout_seconds,
+                warmup=warmup_enabled and run_num == 1,  # Only warmup on first run
+                max_concurrent=args.max_concurrent,
+            )
+        
+        all_proxy_results.append(proxy_results)
+        all_provider_results.append(provider_results)
+        
+        # Brief pause between runs
+        if run_num < args.runs:
+            print(f"\nWaiting 5 seconds before next run...")
+            await asyncio.sleep(5)
+    
+    overall_benchmark_time = time.perf_counter() - overall_start_time
+    print(f"\nAll benchmark runs completed in {overall_benchmark_time:.2f}s")
+    
+    # Aggregate results across multiple runs
+    if args.runs > 1:
+        final_proxy_results = aggregate_results(all_proxy_results)
+        final_provider_results = aggregate_results(all_provider_results)
+        print(f"\nAggregated results across {args.runs} runs:")
+    else:
+        # Use results from single run
+        if proxy_results is None or provider_results is None:
+            raise RuntimeError("Benchmark results not initialized")
+        final_proxy_results = proxy_results
+        final_provider_results = provider_results
+        print(f"\nResults:")
+    
+    # Print individual results
+    print_results("LiteLLM Proxy", final_proxy_results)
+    print_results("Direct Provider", final_provider_results)
+    
+    # Print comparison
+    compare_results(final_proxy_results, final_provider_results)
+    
+    # Show run-to-run variance if multiple runs
+    if args.runs > 1:
+        print_run_variance("LiteLLM Proxy", all_proxy_results)
+        print_run_variance("Direct Provider", all_provider_results)
+    
+    print(f"\n{'='*60}")
+    print("Benchmark complete!")
+    print(f"{'='*60}\n")
+
+
+if __name__ == "__main__":
+    try:
+        asyncio.run(main())
+    except KeyboardInterrupt:
+        print("\n\nBenchmark interrupted by user")
+        sys.exit(1)
+    except Exception as e:
+        print(f"\n\nError running benchmark: {e}")
+        import traceback
+        traceback.print_exc()
+        sys.exit(1)
+
diff --git a/scripts/create_litellm_branch.sh b/scripts/create_litellm_branch.sh
index 3ad6deb2915..5338ae034f2 100755
--- a/scripts/create_litellm_branch.sh
+++ b/scripts/create_litellm_branch.sh
@@ -2,6 +2,17 @@
 
 # Script to create a branch with litellm_ prefix from a contributor's branch
 # Usage: ./create_litellm_branch.sh [source_branch] [new_branch_name]
+# 
+# Examples:
+#   ./create_litellm_branch.sh branch-name
+#   ./create_litellm_branch.sh remote:branch-name
+#   ./create_litellm_branch.sh codgician:ghcopilot-costmap
+#
+# If source_branch is in format "remote:branch", the script will:
+#   - Automatically add the remote if it doesn't exist (assumes GitHub fork)
+#   - Fetch the branch from that remote
+#   - Create a new branch with litellm_ prefix
+#
 # If no arguments provided, uses current branch as source
 
 set -e
@@ -33,12 +44,55 @@ print_error() {
 # Get source branch (default to current branch)
 SOURCE_BRANCH="${1:-$(git branch --show-current)}"
 
+# Handle remote:branch format (e.g., codgician:ghcopilot-costmap)
+if [[ "$SOURCE_BRANCH" == *:* ]]; then
+    REMOTE_NAME="${SOURCE_BRANCH%%:*}"
+    BRANCH_NAME="${SOURCE_BRANCH#*:}"
+    
+    print_info "Detected remote:branch format - remote: '$REMOTE_NAME', branch: '$BRANCH_NAME'"
+    
+    # Check if remote exists
+    if ! git remote | grep -q "^${REMOTE_NAME}$"; then
+        print_info "Remote '$REMOTE_NAME' not found. Attempting to add it..."
+        
+        # Try to add remote (assuming GitHub fork)
+        if git remote add "$REMOTE_NAME" "https://github.com/${REMOTE_NAME}/litellm.git" 2>/dev/null; then
+            print_success "Added remote '$REMOTE_NAME'"
+        else
+            print_error "Failed to add remote '$REMOTE_NAME'. Please add it manually:"
+            print_info "  git remote add $REMOTE_NAME https://github.com/${REMOTE_NAME}/litellm.git"
+            exit 1
+        fi
+    fi
+    
+    # Fetch the branch from the remote
+    print_info "Fetching branch '$BRANCH_NAME' from remote '$REMOTE_NAME'..."
+    if git fetch "$REMOTE_NAME" "$BRANCH_NAME":"$BRANCH_NAME" 2>/dev/null; then
+        print_success "Fetched branch '$BRANCH_NAME' from '$REMOTE_NAME'"
+        SOURCE_BRANCH="$BRANCH_NAME"
+    else
+        # Try fetching without creating local branch
+        if git fetch "$REMOTE_NAME" "$BRANCH_NAME" 2>/dev/null; then
+            print_success "Fetched branch '$BRANCH_NAME' from '$REMOTE_NAME'"
+            SOURCE_BRANCH="$REMOTE_NAME/$BRANCH_NAME"
+        else
+            print_error "Failed to fetch branch '$BRANCH_NAME' from remote '$REMOTE_NAME'"
+            print_info "Please verify the remote and branch name exist"
+            exit 1
+        fi
+    fi
+fi
+
 # Get new branch name
 if [ -n "$2" ]; then
     NEW_BRANCH_NAME="$2"
 else
-    # Auto-generate from source branch name
-    NEW_BRANCH_NAME="$SOURCE_BRANCH"
+    # Auto-generate from source branch name (use just branch name, not remote/branch)
+    if [[ "$SOURCE_BRANCH" == */* ]]; then
+        NEW_BRANCH_NAME="${SOURCE_BRANCH##*/}"
+    else
+        NEW_BRANCH_NAME="$SOURCE_BRANCH"
+    fi
 fi
 
 # Remove litellm_ prefix if it already exists
@@ -50,16 +104,26 @@ fi
 # Add litellm_ prefix
 NEW_BRANCH_NAME="litellm_${NEW_BRANCH_NAME}"
 
-# Validate branch name (Git branch naming rules)
-if ! [[ "$NEW_BRANCH_NAME" =~ ^[a-zA-Z0-9/._-]+$ ]]; then
-    print_error "Invalid branch name: $NEW_BRANCH_NAME"
-    print_info "Branch names can only contain alphanumeric characters, /, ., _, and -"
-    exit 1
-fi
+
+# Function to check if branch exists in any remote
+branch_exists_in_remote() {
+    local branch_name="$1"
+    # Check local branches
+    if git show-ref --verify --quiet refs/heads/"$branch_name"; then
+        return 0
+    fi
+    # Check all remote branches
+    for remote in $(git remote); do
+        if git show-ref --verify --quiet refs/remotes/"$remote"/"$branch_name"; then
+            return 0
+        fi
+    done
+    return 1
+}
 
 # Check if source branch exists
-if ! git show-ref --verify --quiet refs/heads/"$SOURCE_BRANCH" && ! git show-ref --verify --quiet refs/remotes/origin/"$SOURCE_BRANCH"; then
-    print_error "Source branch '$SOURCE_BRANCH' does not exist locally or remotely"
+if ! branch_exists_in_remote "$SOURCE_BRANCH"; then
+    print_error "Source branch '$SOURCE_BRANCH' does not exist locally or in any remote"
     exit 1
 fi
 
@@ -86,11 +150,27 @@ if [ "$CURRENT_BRANCH" != "$SOURCE_BRANCH" ]; then
     if git show-ref --verify --quiet refs/heads/"$SOURCE_BRANCH"; then
         print_info "Source branch '$SOURCE_BRANCH' exists locally"
     else
-        print_info "Fetching source branch '$SOURCE_BRANCH' from remote..."
-        git fetch origin "$SOURCE_BRANCH":"$SOURCE_BRANCH" || {
-            print_error "Failed to fetch branch '$SOURCE_BRANCH' from remote"
-            exit 1
-        }
+        # Find which remote has the branch
+        REMOTE_WITH_BRANCH=""
+        for remote in $(git remote); do
+            if git show-ref --verify --quiet refs/remotes/"$remote"/"$SOURCE_BRANCH"; then
+                REMOTE_WITH_BRANCH="$remote"
+                break
+            fi
+        done
+        
+        if [ -n "$REMOTE_WITH_BRANCH" ]; then
+            print_info "Source branch '$SOURCE_BRANCH' exists in remote '$REMOTE_WITH_BRANCH'"
+            # Use the remote branch directly
+            SOURCE_BRANCH="$REMOTE_WITH_BRANCH/$SOURCE_BRANCH"
+        else
+            # Try fetching from origin as fallback
+            print_info "Fetching source branch '$SOURCE_BRANCH' from remote..."
+            git fetch origin "$SOURCE_BRANCH":"$SOURCE_BRANCH" || {
+                print_error "Failed to fetch branch '$SOURCE_BRANCH' from remote"
+                exit 1
+            }
+        fi
     fi
 fi
 
diff --git a/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py b/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py
index c56582adf46..e8fe4dd3393 100644
--- a/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py
+++ b/tests/enterprise/litellm_enterprise/enterprise_callbacks/test_prometheus_logging_callbacks.py
@@ -1050,8 +1050,22 @@ def test_deployment_state_management(prometheus_logger):
 
 
 def test_increment_deployment_cooled_down(prometheus_logger):
+    import inspect
+
+    method_sig = inspect.signature(prometheus_logger.increment_deployment_cooled_down)
+    expected_label_count = len([p for p in method_sig.parameters.keys() if p != 'self'])
+
+    mock_chain = MagicMock()
+
+    def validating_labels(*label_values, **label_kwargs):
+        """Validate label count matches metric definition"""
+        total = len(label_values) + len(label_kwargs)
+        if total != expected_label_count:
+            raise ValueError(f"Incorrect label count: expected {expected_label_count}, got {total}")
+        return mock_chain
 
     prometheus_logger.litellm_deployment_cooled_down = MagicMock()
+    prometheus_logger.litellm_deployment_cooled_down.labels = MagicMock(side_effect=validating_labels)
 
     prometheus_logger.increment_deployment_cooled_down(
         litellm_model_name="gpt-3.5-turbo",
@@ -1064,7 +1078,7 @@ def test_increment_deployment_cooled_down(prometheus_logger):
     prometheus_logger.litellm_deployment_cooled_down.labels.assert_called_once_with(
         "gpt-3.5-turbo", "model-123", "https://api.openai.com", "openai", "429"
     )
-    prometheus_logger.litellm_deployment_cooled_down.labels().inc.assert_called_once()
+    mock_chain.inc.assert_called_once()
 
 
 @pytest.mark.parametrize("enable_end_user_cost_tracking_prometheus_only", [True, False])
diff --git a/tests/llm_translation/test_bedrock_agentcore.py b/tests/llm_translation/test_bedrock_agentcore.py
index 6dc6215a5e2..029bdf4e37b 100644
--- a/tests/llm_translation/test_bedrock_agentcore.py
+++ b/tests/llm_translation/test_bedrock_agentcore.py
@@ -41,16 +41,16 @@ def test_bedrock_agentcore_basic(model):
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
     "model", [
-        "bedrock/agentcore/arn:aws:bedrock-agentcore:us-west-2:888602223428:runtime/non_stream_agent-mdfwS2DlAu", # non-streaming invocation
-        "bedrock/agentcore/arn:aws:bedrock-agentcore:us-west-2:888602223428:runtime/hosted_agent_r9jvp-3ySZuRHjLC", # streaming invocation
+        "bedrock/agentcore/arn:aws:bedrock-agentcore:us-west-2:888602223428:runtime/hosted_agent_13sf6-cALnp38iZD", # streaming invocation
     ]
 )
 async def test_bedrock_agentcore_with_streaming(model):
     """
     Test AgentCore with streaming
     """
+    print("running streming test for model=", model)
     #litellm._turn_on_debug()
-    response = litellm.completion(
+    response = await litellm.acompletion(
         model="bedrock/agentcore/arn:aws:bedrock-agentcore:us-west-2:888602223428:runtime/hosted_agent_r9jvp-3ySZuRHjLC",
         messages=[
             {
@@ -61,7 +61,7 @@ async def test_bedrock_agentcore_with_streaming(model):
         stream=True,
     )
 
-    for chunk in response:
+    async for chunk in response:
         print("chunk=", chunk)
 
 
diff --git a/tests/mcp_tests/test_mcp_chat_completions.py b/tests/mcp_tests/test_mcp_chat_completions.py
new file mode 100644
index 00000000000..ae13b6ca6e0
--- /dev/null
+++ b/tests/mcp_tests/test_mcp_chat_completions.py
@@ -0,0 +1,143 @@
+import pytest
+
+import litellm
+from litellm.types.utils import ModelResponse
+
+
+@pytest.mark.asyncio
+async def test_acompletion_mcp_auto_exec(monkeypatch):
+    from types import SimpleNamespace
+
+    from litellm.responses.mcp.litellm_proxy_mcp_handler import (
+        LiteLLM_Proxy_MCP_Handler,
+    )
+    from litellm.responses.utils import ResponsesAPIRequestUtils
+
+    dummy_tool = SimpleNamespace(
+        name="local_search",
+        description="search",
+        inputSchema={"type": "object", "properties": {}},
+    )
+
+    async def fake_process(user_api_key_auth, mcp_tools_with_litellm_proxy):
+        return [dummy_tool], {"local_search": "local"}
+
+    async def fake_execute(**kwargs):
+        fake_execute.called = True  # type: ignore[attr-defined]
+        tool_calls = kwargs.get("tool_calls") or []
+        assert tool_calls, "tool calls should be present during auto execution"
+        call_entry = tool_calls[0]
+        call_id = call_entry.get("id") or call_entry.get("call_id") or "call"
+        return [
+            {
+                "tool_call_id": call_id,
+                "result": "executed",
+                "name": call_entry.get("name", "local_search"),
+            }
+        ]
+
+    fake_execute.called = False  # type: ignore[attr-defined]
+
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_process_mcp_tools_without_openai_transform",
+        fake_process,
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_execute_tool_calls",
+        fake_execute,
+    )
+    monkeypatch.setattr(
+        ResponsesAPIRequestUtils,
+        "extract_mcp_headers_from_request",
+        staticmethod(lambda secret_fields, tools: (None, None, None, None)),
+    )
+
+    response = await litellm.acompletion(
+        model="gpt-4o-mini",
+        messages=[{"role": "user", "content": "hello"}],
+        tools=[
+            {
+                "type": "mcp",
+                "server_url": "litellm_proxy/mcp/local",
+                "server_label": "local",
+                "require_approval": "never",
+            }
+        ],
+        mock_response="Final answer",
+        mock_tool_calls=[
+            {
+                "id": "call-1",
+                "type": "function",
+                "function": {"name": "local_search", "arguments": "{}"},
+            }
+        ],
+    )
+
+    assert isinstance(response, ModelResponse)
+    assert response.choices[0].message.content == "Final answer"
+    assert fake_execute.called is True  # type: ignore[attr-defined]
+
+
+@pytest.mark.asyncio
+async def test_acompletion_mcp_respects_manual_approval(monkeypatch):
+    from types import SimpleNamespace
+
+    from litellm.responses.mcp.litellm_proxy_mcp_handler import (
+        LiteLLM_Proxy_MCP_Handler,
+    )
+    from litellm.responses.utils import ResponsesAPIRequestUtils
+
+    dummy_tool = SimpleNamespace(
+        name="local_search",
+        description="search",
+        inputSchema={"type": "object", "properties": {}},
+    )
+
+    async def fake_process(user_api_key_auth, mcp_tools_with_litellm_proxy):
+        return [dummy_tool], {"local_search": "local"}
+
+    async def fake_execute(**kwargs):
+        pytest.fail("auto execution should not run when approval is required")
+
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_process_mcp_tools_without_openai_transform",
+        fake_process,
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_execute_tool_calls",
+        fake_execute,
+    )
+    monkeypatch.setattr(
+        ResponsesAPIRequestUtils,
+        "extract_mcp_headers_from_request",
+        staticmethod(lambda secret_fields, tools: (None, None, None, None)),
+    )
+
+    response = await litellm.acompletion(
+        model="gpt-4o-mini",
+        messages=[{"role": "user", "content": "hello"}],
+        tools=[
+            {
+                "type": "mcp",
+                "server_url": "litellm_proxy/mcp/local",
+                "server_label": "local",
+                "require_approval": "manual",
+            }
+        ],
+        mock_response="Pending tool",
+        mock_tool_calls=[
+            {
+                "id": "call-2",
+                "type": "function",
+                "function": {"name": "local_search", "arguments": "{}"},
+            }
+        ],
+    )
+
+    assert isinstance(response, ModelResponse)
+    tool_calls = response.choices[0].message.tool_calls
+    assert tool_calls is not None and len(tool_calls) == 1
diff --git a/tests/router_unit_tests/test_router_cooldown_utils.py b/tests/router_unit_tests/test_router_cooldown_utils.py
index 53edb19de43..33640ad8581 100644
--- a/tests/router_unit_tests/test_router_cooldown_utils.py
+++ b/tests/router_unit_tests/test_router_cooldown_utils.py
@@ -414,3 +414,58 @@ def test_is_cooldown_required_empty_string_exception_status(testing_litellm_rout
     assert (
         result is False
     ), "Should not require cooldown when exception_status is empty string"
+
+
+def test_should_cooldown_deployment_minimum_request_threshold(testing_litellm_router):
+    """
+    Test that error rate cooldown does NOT trigger on first failure.
+
+    Fixes GitHub issue #17418: Error Rate Cooldown Triggers on First Failed Request
+
+    The problem: With DEFAULT_FAILURE_THRESHOLD_PERCENT=0.5 (50%), a deployment
+    gets cooled down after just 1 failed request because 1/1 = 100% > 50%.
+
+    The fix: Add a minimum request threshold (DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS)
+    before applying error rate cooldown.
+    """
+    from litellm.constants import DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS
+
+    # Get a deployment that's not a single-deployment model group
+    # (test_deployment_2 and test_deployment_3 are both for "test_deployment" model)
+    available_deployment = testing_litellm_router.get_available_deployment(
+        model="test_deployment"
+    )
+    assert available_deployment is not None
+    deployment_id = available_deployment["model_info"]["id"]
+
+    # Simulate only 1 failure (below minimum threshold)
+    # This should NOT trigger cooldown even though 100% > 50%
+    increment_deployment_failures_for_current_minute(
+        litellm_router_instance=testing_litellm_router, deployment_id=deployment_id
+    )
+
+    _exception = litellm.exceptions.InternalServerError(
+        "Internal error", "openai", "gpt-3.5-turbo"
+    )
+
+    # With only 1 request, should NOT cooldown (below minimum threshold)
+    should_cooldown = _should_cooldown_deployment(
+        testing_litellm_router, deployment_id, 500, _exception
+    )
+    assert (
+        should_cooldown is False
+    ), f"Should NOT cooldown with only 1 failed request (below minimum threshold of {DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS})"
+
+    # Now add more failures to reach the minimum threshold
+    for _ in range(DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS - 1):
+        increment_deployment_failures_for_current_minute(
+            litellm_router_instance=testing_litellm_router, deployment_id=deployment_id
+        )
+
+    # Now with enough requests (all failures), it SHOULD trigger cooldown
+    should_cooldown = _should_cooldown_deployment(
+        testing_litellm_router, deployment_id, 500, _exception
+    )
+    assert (
+        should_cooldown is True
+    ), f"Should cooldown when we have {DEFAULT_FAILURE_THRESHOLD_MINIMUM_REQUESTS} failed requests (100% failure rate)"
diff --git a/tests/test_litellm/a2a_protocol/test_completion_bridge_streaming.py b/tests/test_litellm/a2a_protocol/test_completion_bridge_streaming.py
index c088b3460a2..6f21029cd13 100644
--- a/tests/test_litellm/a2a_protocol/test_completion_bridge_streaming.py
+++ b/tests/test_litellm/a2a_protocol/test_completion_bridge_streaming.py
@@ -157,3 +157,93 @@ async def test_handle_streaming_emits_proper_events():
         assert events[3]["result"]["status"]["state"] == "completed"
         assert events[3]["result"]["final"] is True
 
+
+@pytest.mark.asyncio
+async def test_handle_streaming_forwards_api_key():
+    """Test that handle_streaming forwards api_key from litellm_params to acompletion."""
+    from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+        A2ACompletionBridgeHandler,
+    )
+
+    mock_chunk = MagicMock()
+    mock_chunk.choices = [MagicMock()]
+    mock_chunk.choices[0].delta = MagicMock()
+    mock_chunk.choices[0].delta.content = "Response"
+
+    async def mock_streaming_response():
+        yield mock_chunk
+
+    with patch("litellm.acompletion", new_callable=AsyncMock) as mock_acompletion:
+        mock_acompletion.return_value = mock_streaming_response()
+
+        params = {
+            "message": {
+                "role": "user",
+                "parts": [{"kind": "text", "text": "Hi"}],
+                "messageId": "msg-123",
+            }
+        }
+
+        events = []
+        async for event in A2ACompletionBridgeHandler.handle_streaming(
+            request_id="req-456",
+            params=params,
+            litellm_params={
+                "custom_llm_provider": "azure_ai",
+                "model": "agents/asst_123",
+                "api_key": "test-api-key-12345",
+            },
+            api_base="https://example.azure.com/",
+        ):
+            events.append(event)
+
+        # Verify acompletion was called with api_key
+        mock_acompletion.assert_called_once()
+        call_kwargs = mock_acompletion.call_args.kwargs
+        assert call_kwargs["api_key"] == "test-api-key-12345"
+        assert call_kwargs["api_base"] == "https://example.azure.com/"
+        assert call_kwargs["model"] == "azure_ai/agents/asst_123"
+
+
+@pytest.mark.asyncio
+async def test_handle_non_streaming_forwards_api_key():
+    """Test that handle_non_streaming forwards api_key from litellm_params to acompletion."""
+    from litellm.a2a_protocol.litellm_completion_bridge.handler import (
+        A2ACompletionBridgeHandler,
+    )
+
+    mock_response = MagicMock()
+    mock_response.choices = [MagicMock()]
+    mock_response.choices[0].message = MagicMock()
+    mock_response.choices[0].message.content = "Hello!"
+    mock_response.id = "resp-123"
+
+    with patch("litellm.acompletion", new_callable=AsyncMock) as mock_acompletion:
+        mock_acompletion.return_value = mock_response
+
+        params = {
+            "message": {
+                "role": "user",
+                "parts": [{"kind": "text", "text": "Hi"}],
+                "messageId": "msg-123",
+            }
+        }
+
+        await A2ACompletionBridgeHandler.handle_non_streaming(
+            request_id="req-456",
+            params=params,
+            litellm_params={
+                "custom_llm_provider": "azure_ai",
+                "model": "agents/asst_456",
+                "api_key": "my-secret-api-key",
+            },
+            api_base="https://my-azure.com/",
+        )
+
+        # Verify acompletion was called with api_key
+        mock_acompletion.assert_called_once()
+        call_kwargs = mock_acompletion.call_args.kwargs
+        assert call_kwargs["api_key"] == "my-secret-api-key"
+        assert call_kwargs["api_base"] == "https://my-azure.com/"
+        assert call_kwargs["model"] == "azure_ai/agents/asst_456"
+
diff --git a/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py b/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py
index d6253e59488..2aa297ad219 100644
--- a/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py
+++ b/tests/test_litellm/llms/bedrock/embed/test_bedrock_embedding.py
@@ -608,3 +608,228 @@ def test_bedrock_cohere_v4_embedding_response_parsing():
         assert response.data[1]['object'] == 'embedding'
         assert response.data[1]['embedding'] == [1, 2, 3]
         assert response.data[1]['type'] == 'int8'
+
+
+def test_bedrock_embedding_custom_headers_with_iam_role_and_custom_api_base():
+    """
+    Test that custom headers are correctly forwarded when using IAM role credentials
+    (with session token) and a custom api_base.
+    
+    This test verifies the fix for the issue where custom headers were not being
+    forwarded to Bedrock embeddings endpoint when using:
+    - IAM role authentication (session tokens)
+    - Custom api_base (proxy endpoint)
+    
+    The fix converts HeadersDict to regular dict before passing to httpx, ensuring
+    headers are properly forwarded even with IAM roles and custom endpoints.
+    
+    Relevant Issue: Custom headers not forwarded with IAM roles + custom api_base
+    """
+    litellm.set_verbose = True
+    client = HTTPHandler()
+    
+    # Simulate IAM role credentials with session token
+    aws_access_key_id = "AKIAIOSFODNN7EXAMPLE"
+    aws_secret_access_key = "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
+    aws_session_token = "AQoEXAMPLEH4aoAH0gNCAPyJxz4BlCFFxWNE1OPTgk5TthT+FvwqnKwRcOIfrRh3c/LTo6UDdyJwOOvEVPvLXCrrrUtdnniCEXAMPLE/IvU1dYUg2RVAJBanLiHb4IgRmpV3ZXrzoB348V+jZfXvYhEXAMPLEEXAMPLE"
+    
+    # Custom api_base (simulating a proxy endpoint)
+    custom_api_base = "https://gateway.example.com/v1/bedrock-runtime/us-east-1"
+    
+    # Custom headers that need to be forwarded
+    custom_headers = {
+        "X-Custom-Header-1": "test-value-1",
+        "X-Custom-Header-2": "test-value-2",
+        "X-Forwarded-For": "192.168.1.1",
+        "X-BYOK-Token": "secret-token-12345",
+    }
+    
+    # Mock response
+    embed_response = {
+        "embedding": [0.1, 0.2, 0.3],
+        "inputTextTokenCount": 10
+    }
+    
+    with patch.object(client, "post") as mock_post:
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_response.text = json.dumps(embed_response)
+        mock_response.json = lambda: json.loads(mock_response.text)
+        mock_post.return_value = mock_response
+        
+        try:
+            response = litellm.embedding(
+                model="bedrock/amazon.titan-embed-text-v1",
+                input=test_input,
+                client=client,
+                extra_headers=custom_headers,
+                api_base=custom_api_base,
+                aws_access_key_id=aws_access_key_id,
+                aws_secret_access_key=aws_secret_access_key,
+                aws_session_token=aws_session_token,  # IAM role session token
+                aws_region_name="us-east-1",
+            )
+            
+            assert isinstance(response, litellm.EmbeddingResponse)
+            
+            # Verify that the request was made
+            assert mock_post.called, "HTTP client post should be called"
+            
+            # Get the actual call arguments
+            call_kwargs = mock_post.call_args.kwargs
+            headers = call_kwargs.get("headers", {})
+            
+            # Verify custom headers are present in the request
+            # Note: HeadersDict should be converted to regular dict, so headers should be accessible
+            for header_key, header_value in custom_headers.items():
+                # Check if header exists (case-insensitive for HTTP headers)
+                header_found = any(
+                    k.lower() == header_key.lower() for k in headers.keys()
+                )
+                assert header_found, (
+                    f"Custom header {header_key} should be in request headers. "
+                    f"Found headers: {list(headers.keys())}"
+                )
+                
+                # Verify the value matches
+                header_value_found = None
+                for k, v in headers.items():
+                    if k.lower() == header_key.lower():
+                        header_value_found = v
+                        break
+                
+                assert header_value_found == header_value, (
+                    f"Header {header_key} should have value {header_value}, "
+                    f"but found {header_value_found}"
+                )
+            
+            # Verify AWS signature headers are also present
+            assert "Authorization" in headers, "AWS signature should be present"
+            assert "X-Amz-Date" in headers, "AWS date header should be present"
+            assert "X-Amz-Security-Token" in headers, "Session token header should be present"
+            assert headers["X-Amz-Security-Token"] == aws_session_token, (
+                "Session token should match the provided token"
+            )
+            
+            # Verify the custom api_base was used
+            called_url = call_kwargs.get("url", "")
+            assert custom_api_base in str(called_url), (
+                f"Custom api_base {custom_api_base} should be used. "
+                f"Got URL: {called_url}"
+            )
+            
+            print("✓ Test passed: Custom headers forwarded with IAM role + custom api_base")
+            print(f"  Custom headers found: {[k for k in headers.keys() if k.lower().startswith('x-custom') or k.lower().startswith('x-forwarded')]}")
+            print(f"  AWS headers found: {[k for k in headers.keys() if k.lower().startswith('x-amz') or k.lower() == 'authorization']}")
+            
+        except Exception as e:
+            pytest.fail(f"Failed to forward headers with IAM role + custom api_base: {str(e)}")
+
+
+@pytest.mark.asyncio
+async def test_bedrock_embedding_custom_headers_with_iam_role_and_custom_api_base_async():
+    """
+    Test that custom headers are correctly forwarded in async mode when using IAM role
+    credentials (with session token) and a custom api_base.
+    
+    This is the async version of the test above, verifying the fix works for both
+    sync and async embedding calls.
+    """
+    litellm.set_verbose = True
+    client = AsyncHTTPHandler()
+    
+    # Simulate IAM role credentials with session token
+    aws_access_key_id = "AKIAIOSFODNN7EXAMPLE"
+    aws_secret_access_key = "wJalrXUtnFEMI/K7MDENG/bPxRfiCYEXAMPLEKEY"
+    aws_session_token = "AQoEXAMPLEH4aoAH0gNCAPyJxz4BlCFFxWNE1OPTgk5TthT+FvwqnKwRcOIfrRh3c/LTo6UDdyJwOOvEVPvLXCrrrUtdnniCEXAMPLE/IvU1dYUg2RVAJBanLiHb4IgRmpV3ZXrzoB348V+jZfXvYhEXAMPLEEXAMPLE"
+    
+    # Custom api_base (simulating a proxy endpoint)
+    custom_api_base = "https://gateway.example.com/v1/bedrock-runtime/us-west-2"
+    
+    # Custom headers that need to be forwarded
+    custom_headers = {
+        "X-Custom-Header-1": "test-value-1",
+        "X-Custom-Header-2": "test-value-2",
+        "X-Forwarded-For": "192.168.1.1",
+        "X-BYOK-Token": "secret-token-12345",
+    }
+    
+    # Mock response
+    embed_response = {
+        "embedding": [0.1, 0.2, 0.3],
+        "inputTextTokenCount": 10
+    }
+    
+    with patch.object(client, "post") as mock_post:
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_response.text = json.dumps(embed_response)
+        mock_response.json = Mock(return_value=embed_response)
+        mock_post.return_value = mock_response
+        
+        try:
+            response = await litellm.aembedding(
+                model="bedrock/amazon.titan-embed-text-v1",
+                input=test_input,
+                client=client,
+                extra_headers=custom_headers,
+                api_base=custom_api_base,
+                aws_access_key_id=aws_access_key_id,
+                aws_secret_access_key=aws_secret_access_key,
+                aws_session_token=aws_session_token,  # IAM role session token
+                aws_region_name="us-west-2",
+            )
+            
+            assert isinstance(response, litellm.EmbeddingResponse)
+            
+            # Verify that the request was made
+            assert mock_post.called, "HTTP client post should be called"
+            
+            # Get the actual call arguments
+            call_kwargs = mock_post.call_args.kwargs
+            headers = call_kwargs.get("headers", {})
+            
+            # Verify custom headers are present in the request
+            for header_key, header_value in custom_headers.items():
+                # Check if header exists (case-insensitive for HTTP headers)
+                header_found = any(
+                    k.lower() == header_key.lower() for k in headers.keys()
+                )
+                assert header_found, (
+                    f"Custom header {header_key} should be in request headers. "
+                    f"Found headers: {list(headers.keys())}"
+                )
+                
+                # Verify the value matches
+                header_value_found = None
+                for k, v in headers.items():
+                    if k.lower() == header_key.lower():
+                        header_value_found = v
+                        break
+                
+                assert header_value_found == header_value, (
+                    f"Header {header_key} should have value {header_value}, "
+                    f"but found {header_value_found}"
+                )
+            
+            # Verify AWS signature headers are also present
+            assert "Authorization" in headers, "AWS signature should be present"
+            assert "X-Amz-Date" in headers, "AWS date header should be present"
+            assert "X-Amz-Security-Token" in headers, "Session token header should be present"
+            assert headers["X-Amz-Security-Token"] == aws_session_token, (
+                "Session token should match the provided token"
+            )
+            
+            # Verify the custom api_base was used
+            called_url = call_kwargs.get("url", "")
+            assert custom_api_base in str(called_url), (
+                f"Custom api_base {custom_api_base} should be used. "
+                f"Got URL: {called_url}"
+            )
+            
+            print("✓ Test passed (async): Custom headers forwarded with IAM role + custom api_base")
+            print(f"  Custom headers found: {[k for k in headers.keys() if k.lower().startswith('x-custom') or k.lower().startswith('x-forwarded')]}")
+            print(f"  AWS headers found: {[k for k in headers.keys() if k.lower().startswith('x-amz') or k.lower() == 'authorization']}")
+            
+        except Exception as e:
+            pytest.fail(f"Failed to forward headers with IAM role + custom api_base (async): {str(e)}")
diff --git a/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py b/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py
new file mode 100644
index 00000000000..2dcec689895
--- /dev/null
+++ b/tests/test_litellm/llms/bedrock/rerank/test_bedrock_rerank_header_forwarding.py
@@ -0,0 +1,276 @@
+"""
+Test to verify that custom headers are correctly forwarded to Bedrock rerank API calls.
+
+This test verifies the fix for the issue where headers configured via
+forward_client_headers_to_llm_api were not being passed to Bedrock rerank provider.
+"""
+
+import json
+import os
+import sys
+from unittest.mock import Mock, patch
+
+import pytest
+
+sys.path.insert(0, os.path.abspath("../../../../.."))  # Adds the parent directory to the system path
+import litellm
+from litellm.llms.custom_httpx.http_handler import AsyncHTTPHandler, HTTPHandler
+
+# Mock response for Bedrock rerank
+# Format based on Bedrock rerank API response structure
+bedrock_rerank_response = {
+    "results": [
+        {
+            "index": 2,
+            "relevanceScore": 0.95
+        },
+        {
+            "index": 0,
+            "relevanceScore": 0.1
+        },
+        {
+            "index": 1,
+            "relevanceScore": 0.05
+        }
+    ],
+    "usage": {
+        "search_units": 1
+    }
+}
+
+# Test data
+test_query = "What is the capital of the United States?"
+test_documents = [
+    "Carson City is the capital city of the American state of Nevada.",
+    "The Commonwealth of the Northern Mariana Islands is a group of islands in the Pacific Ocean. Its capital is Saipan.",
+    "Washington, D.C. is the capital of the United States.",
+]
+
+
+@pytest.mark.parametrize(
+    "model",
+    [
+        "bedrock/arn:aws:bedrock:us-east-1::foundation-model/cohere.rerank-v3-5:0",
+        "bedrock/arn:aws:bedrock:us-west-2::foundation-model/amazon.rerank-v1:0",
+    ],
+)
+def test_bedrock_rerank_header_forwarding_sync(model):
+    """
+    Test that custom headers are correctly forwarded to Bedrock rerank API calls (sync).
+    
+    This test verifies the fix for the issue where headers configured via
+    forward_client_headers_to_llm_api were not being passed to Bedrock rerank provider.
+    """
+    litellm.set_verbose = True
+    client = HTTPHandler()
+    test_api_key = "test-bearer-token-12345"
+    
+    # Headers that would be set by the proxy when forwarding client headers
+    # Using x- prefix headers as those are the ones that get forwarded
+    custom_headers = {
+        "X-Custom-Header": "CustomValue",
+        "X-BYOK-Token": "secret-token",
+        "X-Test-Header": "test-value",
+    }
+    
+    with patch.object(client, "post") as mock_post:
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_response.text = json.dumps(bedrock_rerank_response)
+        mock_response.json = lambda: json.loads(mock_response.text)
+        mock_response.raise_for_status = lambda: None
+        mock_post.return_value = mock_response
+        
+        try:
+            # Call rerank with custom headers via kwargs
+            # This simulates what the proxy does when forward_client_headers_to_llm_api is set
+            response = litellm.rerank(
+                model=model,
+                query=test_query,
+                documents=test_documents,
+                top_n=3,
+                client=client,
+                headers=custom_headers,  # This is how proxy passes forwarded headers
+                aws_region_name="us-east-1",
+                aws_bedrock_runtime_endpoint="https://bedrock-runtime.us-east-1.amazonaws.com",
+                api_key=test_api_key,
+            )
+            
+            assert isinstance(response, litellm.RerankResponse)
+            
+            # Verify that the request was made
+            assert mock_post.called, "HTTP client post should be called"
+            
+            # Get the actual call arguments
+            call_kwargs = mock_post.call_args.kwargs
+            headers = call_kwargs.get("headers", {})
+            
+            # Verify our custom headers are present in the request headers
+            # Note: AWS SigV4 signing may modify header names to lowercase
+            for header_key, header_value in custom_headers.items():
+                header_found = (
+                    header_key in headers
+                    or header_key.lower() in headers
+                    or any(k.lower() == header_key.lower() for k in headers.keys())
+                )
+                assert header_found, (
+                    f"Header {header_key} should be in request headers. "
+                    f"Found headers: {list(headers.keys())}"
+                )
+                
+            print(f"✓ Test passed for {model} (sync)")
+            print(f"  Headers correctly forwarded: {list(headers.keys())}")
+            
+        except Exception as e:
+            pytest.fail(f"Failed to forward headers to {model}: {str(e)}")
+
+
+@pytest.mark.parametrize(
+    "model",
+    [
+        "bedrock/arn:aws:bedrock:us-east-1::foundation-model/cohere.rerank-v3-5:0",
+        "bedrock/arn:aws:bedrock:us-west-2::foundation-model/amazon.rerank-v1:0",
+    ],
+)
+@pytest.mark.asyncio
+async def test_bedrock_rerank_header_forwarding_async(model):
+    """
+    Test that custom headers are correctly forwarded to Bedrock rerank API calls (async).
+    
+    This test verifies the fix for the issue where headers configured via
+    forward_client_headers_to_llm_api were not being passed to Bedrock rerank provider.
+    """
+    litellm.set_verbose = True
+    client = AsyncHTTPHandler()
+    test_api_key = "test-bearer-token-12345"
+    
+    # Headers that would be set by the proxy when forwarding client headers
+    # Using x- prefix headers as those are the ones that get forwarded
+    custom_headers = {
+        "X-Custom-Header": "CustomValue",
+        "X-BYOK-Token": "secret-token",
+        "X-Test-Header": "test-value",
+    }
+    
+    from unittest.mock import AsyncMock
+    
+    with patch.object(client, "post", new_callable=AsyncMock) as mock_post:
+        mock_response = AsyncMock()
+        mock_response.status_code = 200
+        mock_response.text = json.dumps(bedrock_rerank_response)
+        mock_response.json = lambda: json.loads(mock_response.text)
+        mock_response.raise_for_status = lambda: None
+        mock_post.return_value = mock_response
+        
+        try:
+            # Call rerank with custom headers via kwargs
+            response = await litellm.arerank(
+                model=model,
+                query=test_query,
+                documents=test_documents,
+                top_n=3,
+                client=client,
+                headers=custom_headers,  # This is how proxy passes forwarded headers
+                aws_region_name="us-east-1",
+                aws_bedrock_runtime_endpoint="https://bedrock-runtime.us-east-1.amazonaws.com",
+                api_key=test_api_key,
+            )
+            
+            assert isinstance(response, litellm.RerankResponse)
+            
+            # Verify that the request was made
+            assert mock_post.called, "HTTP client post should be called"
+            
+            # Get the actual call arguments
+            call_kwargs = mock_post.call_args.kwargs
+            headers = call_kwargs.get("headers", {})
+            
+            # Verify our custom headers are present in the request headers
+            # Note: AWS SigV4 signing may modify header names to lowercase
+            for header_key, header_value in custom_headers.items():
+                header_found = (
+                    header_key in headers
+                    or header_key.lower() in headers
+                    or any(k.lower() == header_key.lower() for k in headers.keys())
+                )
+                assert header_found, (
+                    f"Header {header_key} should be in request headers. "
+                    f"Found headers: {list(headers.keys())}"
+                )
+                
+            print(f"✓ Test passed for {model} (async)")
+            print(f"  Headers correctly forwarded: {list(headers.keys())}")
+            
+        except Exception as e:
+            pytest.fail(f"Failed to forward headers to {model}: {str(e)}")
+
+
+def test_bedrock_rerank_extra_headers_and_headers_merge():
+    """
+    Test that both extra_headers and headers parameters are correctly merged for Bedrock rerank.
+    
+    This ensures that headers from kwargs (forwarded by proxy) and extra_headers
+    (passed explicitly) are both included in the final headers sent to the provider.
+    """
+    litellm.set_verbose = True
+    client = HTTPHandler()
+    test_api_key = "test-bearer-token-12345"
+    model = "bedrock/arn:aws:bedrock:us-east-1::foundation-model/cohere.rerank-v3-5:0"
+    
+    # Headers from proxy (via kwargs["headers"])
+    proxy_headers = {"X-Forwarded-Header": "ProxyValue"}
+    
+    # Explicit extra_headers
+    explicit_headers = {"X-Explicit-Header": "ExplicitValue"}
+    
+    with patch.object(client, "post") as mock_post:
+        mock_response = Mock()
+        mock_response.status_code = 200
+        mock_response.text = json.dumps(bedrock_rerank_response)
+        mock_response.json = lambda: json.loads(mock_response.text)
+        mock_response.raise_for_status = lambda: None
+        mock_post.return_value = mock_response
+        
+        try:
+            response = litellm.rerank(
+                model=model,
+                query=test_query,
+                documents=test_documents,
+                top_n=3,
+                client=client,
+                headers=proxy_headers,  # From proxy forwarding
+                extra_headers=explicit_headers,  # Explicitly passed
+                aws_region_name="us-east-1",
+                aws_bedrock_runtime_endpoint="https://bedrock-runtime.us-east-1.amazonaws.com",
+                api_key=test_api_key,
+            )
+            
+            assert isinstance(response, litellm.RerankResponse)
+            
+            call_kwargs = mock_post.call_args.kwargs
+            headers = call_kwargs.get("headers", {})
+            
+            # Both sets of headers should be present
+            # Note: AWS SigV4 signing may modify header names to lowercase
+            proxy_header_found = any(
+                k.lower() == "x-forwarded-header" for k in headers.keys()
+            )
+            assert proxy_header_found, (
+                "Proxy forwarded header should be present. "
+                f"Found headers: {list(headers.keys())}"
+            )
+            
+            explicit_header_found = any(
+                k.lower() == "x-explicit-header" for k in headers.keys()
+            )
+            assert explicit_header_found, (
+                "Explicitly passed header should be present. "
+                f"Found headers: {list(headers.keys())}"
+            )
+            
+            print("✓ Both header sources correctly merged and forwarded")
+            print(f"  Final headers: {list(headers.keys())}")
+            
+        except Exception as e:
+            pytest.fail(f"Failed to merge and forward headers: {str(e)}")
+
diff --git a/tests/test_litellm/llms/gemini/test_gemini_tts.py b/tests/test_litellm/llms/gemini/test_gemini_tts.py
index 3012b79a424..0820456f87b 100644
--- a/tests/test_litellm/llms/gemini/test_gemini_tts.py
+++ b/tests/test_litellm/llms/gemini/test_gemini_tts.py
@@ -23,9 +23,11 @@ class TestGeminiTTSTransformation:
         """Test that TTS models are correctly identified"""
         config = GoogleAIStudioGeminiConfig()
         
-        # Test TTS models
+        # Test TTS models (both preview and non-preview versions)
         assert config.is_model_gemini_audio_model("gemini-2.5-flash-preview-tts") == True
         assert config.is_model_gemini_audio_model("gemini-2.5-pro-preview-tts") == True
+        assert config.is_model_gemini_audio_model("gemini-2.5-flash-tts") == True
+        assert config.is_model_gemini_audio_model("gemini-2.5-pro-tts") == True
         
         # Test non-TTS models
         assert config.is_model_gemini_audio_model("gemini-2.5-flash") == False
@@ -217,5 +219,126 @@ def test_gemini_tts_completion_mock():
         assert response.choices[0].message.content is not None
 
 
+class TestGeminiTTSSpeechConfigInRequestBody:
+    """Test that speechConfig is properly included in the final request body.
+    
+    This tests the full transformation pipeline, not just map_openai_params().
+    Previously, speechConfig was created but filtered out because it was missing
+    from the GenerationConfig TypedDict.
+    """
+
+    @pytest.mark.parametrize(
+        "model,custom_llm_provider",
+        [
+            ("gemini-2.5-flash-tts", "vertex_ai"),
+            ("gemini-2.5-flash-tts", "gemini"),
+            ("gemini-2.5-flash-preview-tts", "vertex_ai"),
+            ("gemini-2.5-flash-preview-tts", "gemini"),
+            ("gemini-2.5-pro-tts", "vertex_ai"),
+        ],
+    )
+    def test_speechconfig_in_generation_config_transform_request_body(self, model, custom_llm_provider):
+        """Test that speechConfig is included in generationConfig after _transform_request_body()"""
+        from litellm.llms.vertex_ai.gemini.transformation import (
+            _transform_request_body,
+        )
+        
+        # Simulate optional_params after map_openai_params() has run
+        optional_params = {
+            "speechConfig": {
+                "voiceConfig": {
+                    "prebuiltVoiceConfig": {
+                        "voiceName": "Kore"
+                    }
+                }
+            },
+            "responseModalities": ["AUDIO"],
+        }
+        
+        messages = [{"role": "user", "content": "Say hello"}]
+        
+        # Call _transform_request_body which applies the filtering
+        request_body = _transform_request_body(
+            messages=messages,
+            model=model,
+            optional_params=optional_params,
+            custom_llm_provider=custom_llm_provider,
+            litellm_params={},
+            cached_content=None,
+        )
+        
+        # Verify speechConfig is in generationConfig (not filtered out)
+        assert "generationConfig" in request_body
+        generation_config = request_body["generationConfig"]
+        assert "speechConfig" in generation_config, (
+            f"speechConfig was filtered out of generationConfig for model={model}, provider={custom_llm_provider}. "
+            "Ensure speechConfig is in the GenerationConfig TypedDict."
+        )
+        assert generation_config["speechConfig"]["voiceConfig"]["prebuiltVoiceConfig"]["voiceName"] == "Kore"
+
+    @pytest.mark.parametrize(
+        "model,custom_llm_provider",
+        [
+            ("gemini-2.5-flash-tts", "vertex_ai"),
+            ("gemini-2.5-flash-tts", "gemini"),
+            ("gemini-2.5-flash-preview-tts", "vertex_ai"),
+        ],
+    )
+    def test_speechconfig_end_to_end_mapping(self, model, custom_llm_provider):
+        """Test full pipeline: audio param -> map_openai_params -> _transform_request_body"""
+        from litellm.llms.vertex_ai.gemini.vertex_and_google_ai_studio_gemini import (
+            VertexGeminiConfig,
+        )
+        from litellm.llms.vertex_ai.gemini.transformation import (
+            _transform_request_body,
+        )
+        
+        config = VertexGeminiConfig()
+        
+        # Step 1: Map OpenAI audio param to speechConfig
+        non_default_params = {
+            "audio": {
+                "voice": "Puck",
+                "format": "pcm16"
+            }
+        }
+        optional_params = {}
+        
+        mapped_params = config.map_openai_params(
+            non_default_params=non_default_params,
+            optional_params=optional_params,
+            model=model,
+            drop_params=False
+        )
+        
+        # Verify map_openai_params creates speechConfig
+        assert "speechConfig" in mapped_params
+        
+        messages = [{"role": "user", "content": "Hello world"}]
+        
+        # Step 2: Transform to request body (this is where the bug was)
+        request_body = _transform_request_body(
+            messages=messages,
+            model=model,
+            optional_params=mapped_params,
+            custom_llm_provider=custom_llm_provider,
+            litellm_params={},
+            cached_content=None,
+        )
+        
+        # Verify speechConfig survives the transformation
+        assert "generationConfig" in request_body
+        generation_config = request_body["generationConfig"]
+        assert "speechConfig" in generation_config, (
+            f"speechConfig was filtered out during _transform_request_body() for model={model}, provider={custom_llm_provider}. "
+            "This breaks Gemini TTS - speechConfig must be in GenerationConfig TypedDict."
+        )
+        assert generation_config["speechConfig"]["voiceConfig"]["prebuiltVoiceConfig"]["voiceName"] == "Puck"
+        
+        # Also verify responseModalities is present
+        assert "responseModalities" in generation_config
+        assert "AUDIO" in generation_config["responseModalities"]
+
+
 if __name__ == "__main__":
     pytest.main([__file__])
diff --git a/tests/test_litellm/llms/openai/test_gpt5_transformation.py b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
index 4cb3132f737..fd25d302d07 100644
--- a/tests/test_litellm/llms/openai/test_gpt5_transformation.py
+++ b/tests/test_litellm/llms/openai/test_gpt5_transformation.py
@@ -388,11 +388,12 @@ def test_gpt5_2_pro_allows_reasoning_effort_xhigh(config: OpenAIConfig):
     assert params["reasoning_effort"] == "xhigh"
 
 
-def test_gpt5_2_rejects_reasoning_effort_xhigh_for_base_model(config: OpenAIConfig):
-    with pytest.raises(litellm.utils.UnsupportedParamsError):
-        config.map_openai_params(
-            non_default_params={"reasoning_effort": "xhigh"},
-            optional_params={},
-            model="gpt-5.2",
-            drop_params=False,
-        )
+def test_gpt5_2_allows_reasoning_effort_xhigh(config: OpenAIConfig):
+    """Test that gpt-5.2 (base model) also supports reasoning_effort='xhigh'."""
+    params = config.map_openai_params(
+        non_default_params={"reasoning_effort": "xhigh"},
+        optional_params={},
+        model="gpt-5.2",
+        drop_params=False,
+    )
+    assert params["reasoning_effort"] == "xhigh"
diff --git a/tests/test_litellm/proxy/auth/test_handle_jwt.py b/tests/test_litellm/proxy/auth/test_handle_jwt.py
index 603a6928f88..8ecbaced21e 100644
--- a/tests/test_litellm/proxy/auth/test_handle_jwt.py
+++ b/tests/test_litellm/proxy/auth/test_handle_jwt.py
@@ -1071,4 +1071,79 @@ async def test_auth_builder_with_oidc_userinfo_disabled():
         
         # Verify the result
         assert result["user_id"] == "test_user_1"
-        assert result["user_object"] == user_object
\ No newline at end of file
+        assert result["user_object"] == user_object
+
+
+def test_get_team_id_from_header():
+    """Test get_team_id_from_header returns team when valid, None when missing, raises on invalid."""
+    from fastapi import HTTPException
+
+    # Valid team in allowed list
+    result = JWTAuthManager.get_team_id_from_header(
+        request_headers={"x-litellm-team-id": "team-1"},
+        allowed_team_ids={"team-1", "team-2"},
+    )
+    assert result == "team-1"
+
+    # No header returns None
+    result = JWTAuthManager.get_team_id_from_header(
+        request_headers={"authorization": "Bearer token"},
+        allowed_team_ids={"team-1"},
+    )
+    assert result is None
+
+    # Invalid team raises 403
+    with pytest.raises(HTTPException) as exc_info:
+        JWTAuthManager.get_team_id_from_header(
+            request_headers={"x-litellm-team-id": "invalid-team"},
+            allowed_team_ids={"team-1", "team-2"},
+        )
+    assert exc_info.value.status_code == 403
+
+
+@pytest.mark.asyncio
+async def test_auth_builder_uses_team_from_header_e2e():
+    """Test auth_builder e2e flow: selects team from x-litellm-team-id header."""
+    from litellm.caching import DualCache
+    from litellm.proxy.utils import ProxyLogging
+
+    jwt_handler = JWTHandler()
+    user_api_key_cache = DualCache()
+    jwt_handler.update_environment(
+        prisma_client=None,
+        user_api_key_cache=user_api_key_cache,
+        litellm_jwtauth=LiteLLM_JWTAuth(
+            team_ids_jwt_field="groups",
+            user_id_jwt_field="sub",
+        ),
+    )
+
+    team_object = LiteLLM_TeamTable(team_id="team-2")
+    user_object = LiteLLM_UserTable(user_id="user-1", user_role=LitellmUserRoles.INTERNAL_USER)
+
+    with patch.object(jwt_handler, "auth_jwt", new_callable=AsyncMock) as mock_auth_jwt, \
+         patch.object(JWTAuthManager, "check_rbac_role", new_callable=AsyncMock), \
+         patch.object(JWTAuthManager, "check_admin_access", new_callable=AsyncMock, return_value=None), \
+         patch("litellm.proxy.auth.handle_jwt.get_team_object", new_callable=AsyncMock) as mock_get_team, \
+         patch.object(JWTAuthManager, "get_objects", new_callable=AsyncMock, return_value=(user_object, None, None, None)), \
+         patch.object(JWTAuthManager, "map_user_to_teams", new_callable=AsyncMock), \
+         patch.object(JWTAuthManager, "sync_user_role_and_teams", new_callable=AsyncMock):
+
+        mock_auth_jwt.return_value = {"sub": "user-1", "scope": "", "groups": ["team-1", "team-2"]}
+        mock_get_team.return_value = team_object
+
+        result = await JWTAuthManager.auth_builder(
+            api_key="jwt-token",
+            jwt_handler=jwt_handler,
+            request_data={"model": "gpt-4"},
+            general_settings={},
+            route="/chat/completions",
+            prisma_client=None,
+            user_api_key_cache=user_api_key_cache,
+            parent_otel_span=None,
+            proxy_logging_obj=ProxyLogging(user_api_key_cache=user_api_key_cache),
+            request_headers={"x-litellm-team-id": "team-2"},
+        )
+
+        assert result["team_id"] == "team-2"
+        assert result["team_object"] == team_object
\ No newline at end of file
diff --git a/tests/test_litellm/proxy/conftest.py b/tests/test_litellm/proxy/conftest.py
new file mode 100644
index 00000000000..d7cf82d6416
--- /dev/null
+++ b/tests/test_litellm/proxy/conftest.py
@@ -0,0 +1,166 @@
+"""
+Shared fixtures and helpers for proxy tests.
+
+This module provides reusable utilities for creating proxy test clients
+with database and Redis cache configuration.
+"""
+import asyncio
+import os
+import tempfile
+from typing import Dict, Optional
+
+import pytest
+import yaml
+from fastapi.testclient import TestClient
+
+
+def build_cache_config(enable_cache: bool = True) -> Optional[Dict]:
+    """
+    Build Redis cache configuration from environment variables.
+    
+    Args:
+        enable_cache: Whether to enable cache (default: True)
+    
+    Returns:
+        dict: Cache configuration dict with 'cache' and 'cache_params' keys, or None
+    """
+    if not enable_cache:
+        return None
+    
+    redis_host = os.getenv("REDIS_HOST")
+    if not redis_host:
+        return None
+    
+    redis_port = os.getenv("REDIS_PORT", "6379")
+    cache_params = {
+        "type": "redis",
+        "host": redis_host,
+        "port": int(redis_port) if redis_port.isdigit() else redis_port,
+    }
+    
+    redis_password = os.getenv("REDIS_PASSWORD")
+    if redis_password:
+        cache_params["password"] = redis_password
+    
+    return {
+        "cache": True,
+        "cache_params": cache_params
+    }
+
+
+def build_minimal_proxy_config(database_url: Optional[str] = None, **init_options) -> Dict:
+    """
+    Build a minimal proxy configuration YAML.
+    
+    Args:
+        database_url: Optional database URL (falls back to DATABASE_URL env var)
+        **init_options: Additional configuration options:
+            - master_key: API key for authentication (default: "sk-1234")
+            - enable_cache: Whether to enable Redis cache (default: True)
+            - success_callback: Callback function for success events
+    
+    Returns:
+        dict: Configuration dictionary ready to be written as YAML
+    """
+    config = {
+        "general_settings": {
+            "master_key": init_options.get("master_key", "sk-1234")
+        },
+        "litellm_settings": {}
+    }
+    
+    # Configure database
+    db_url = database_url or os.getenv("DATABASE_URL")
+    if db_url:
+        config["general_settings"]["database_url"] = db_url
+    
+    # Configure cache if Redis is available
+    enable_cache = init_options.get("enable_cache", True)
+    cache_config = build_cache_config(enable_cache=enable_cache)
+    if cache_config:
+        config["litellm_settings"].update(cache_config)
+    
+    # Add success_callback if provided (for realistic readiness endpoint)
+    if init_options.get("success_callback") is not None:
+        config["litellm_settings"]["success_callback"] = init_options["success_callback"]
+    
+    # Add any other litellm_settings from init_options
+    excluded_keys = {"master_key", "debug", "success_callback", "database_url", "enable_cache"}
+    for key, value in init_options.items():
+        if key not in excluded_keys and key not in config["litellm_settings"]:
+            config["litellm_settings"][key] = value
+    
+    return config
+
+
+def set_proxy_environment_variables(monkeypatch, database_url: Optional[str] = None) -> None:
+    """
+    Set environment variables for database and Redis.
+    
+    Args:
+        monkeypatch: pytest monkeypatch fixture
+        database_url: Optional database URL (falls back to DATABASE_URL env var)
+    """
+    # Set database URL
+    db_url = database_url or os.getenv("DATABASE_URL")
+    if db_url:
+        monkeypatch.setenv("DATABASE_URL", db_url)
+    
+    # Set Redis environment variables if available
+    redis_host = os.getenv("REDIS_HOST")
+    if redis_host:
+        monkeypatch.setenv("REDIS_HOST", redis_host)
+        monkeypatch.setenv("REDIS_PORT", os.getenv("REDIS_PORT", "6379"))
+        redis_password = os.getenv("REDIS_PASSWORD")
+        if redis_password:
+            monkeypatch.setenv("REDIS_PASSWORD", redis_password)
+
+
+def create_proxy_test_client(monkeypatch, database_url: Optional[str] = None, **init_options) -> TestClient:
+    """
+    Create a proxy TestClient with optional database and Redis cache configuration.
+    
+    Args:
+        monkeypatch: pytest monkeypatch fixture
+        database_url: Optional database URL (falls back to DATABASE_URL env var)
+        **init_options: Additional configuration options:
+            - master_key: API key for authentication (default: "sk-1234")
+            - enable_cache: Whether to enable Redis cache (default: True)
+            - success_callback: Callback function for success events
+            - debug: Enable debug mode
+    
+    Returns:
+        TestClient: FastAPI test client for the proxy server
+    """
+    from litellm.proxy.proxy_server import cleanup_router_config_variables, initialize, app
+
+    cleanup_router_config_variables()
+    
+    # Get config file path
+    filepath = os.path.dirname(os.path.abspath(__file__))
+    default_config_fp = os.path.join(filepath, "test_configs", "test_config_no_auth.yaml")
+    
+    # Check if we need to create a minimal config with Redis/database
+    enable_cache = init_options.get("enable_cache", True)
+    needs_redis = enable_cache and os.getenv("REDIS_HOST") is not None
+    needs_db = (database_url or os.getenv("DATABASE_URL")) is not None
+    
+    # Create minimal config if:
+    # 1. Default config file doesn't exist, OR
+    # 2. We need Redis/database config that might not be in the default config
+    if not os.path.exists(default_config_fp) or needs_redis or needs_db:
+        minimal_config = build_minimal_proxy_config(database_url=database_url, **init_options)
+        
+        with tempfile.NamedTemporaryFile(mode='w', suffix='.yaml', delete=False) as f:
+            yaml.dump(minimal_config, f)
+            config_fp = f.name
+    else:
+        config_fp = default_config_fp
+    
+    # Set environment variables
+    set_proxy_environment_variables(monkeypatch, database_url=database_url)
+    
+    # Initialize proxy
+    asyncio.run(initialize(config=config_fp, debug=init_options.get("debug", False)))
+    return TestClient(app)
+
diff --git a/tests/test_litellm/proxy/guardrails/test_pillar_guardrails.py b/tests/test_litellm/proxy/guardrails/test_pillar_guardrails.py
index 99a51d20a7d..2e7443e889f 100644
--- a/tests/test_litellm/proxy/guardrails/test_pillar_guardrails.py
+++ b/tests/test_litellm/proxy/guardrails/test_pillar_guardrails.py
@@ -15,6 +15,9 @@ from unittest.mock import Mock, patch
 sys.path.insert(0, os.path.abspath("../../.."))
 
 # Third-party imports
+import json
+from urllib.parse import unquote
+
 import pytest
 from fastapi.exceptions import HTTPException
 from httpx import Request, Response
@@ -23,11 +26,15 @@ from httpx import Request, Response
 import litellm
 from litellm import DualCache
 from litellm.proxy._types import UserAPIKeyAuth
+from litellm.proxy.common_utils.callback_utils import get_logging_caching_headers
 from litellm.proxy.guardrails.guardrail_hooks.pillar import (
     PillarGuardrail,
     PillarGuardrailAPIError,
     PillarGuardrailMissingSecrets,
 )
+from litellm.proxy.guardrails.guardrail_hooks.pillar.pillar import (
+    build_pillar_response_headers,
+)
 from litellm.proxy.guardrails.init_guardrails import init_guardrails_v2
 
 
@@ -169,6 +176,7 @@ def pillar_clean_response():
                 "pii": False,
                 "toxic_language": False,
             },
+            "evidence": [],
         },
         status_code=200,
         request=Request(
@@ -402,6 +410,133 @@ async def test_pre_call_hook_flagged_content_monitor(
         )
 
     assert result == malicious_request_data
+    assert "metadata" in malicious_request_data
+    metadata = malicious_request_data["metadata"]
+    assert metadata.get("pillar_flagged") is True
+    assert metadata.get("pillar_session_id") == pillar_flagged_response.json()["session_id"]
+    assert metadata.get("pillar_session_id_response") == pillar_flagged_response.json()["session_id"]
+    assert metadata.get("pillar_scanners") == pillar_flagged_response.json().get("scanners", {})
+    assert metadata.get("pillar_evidence") == pillar_flagged_response.json().get("evidence", [])
+
+
+@pytest.mark.asyncio
+async def test_pre_call_hook_clean_content_returns_scanners_and_evidence(
+    pillar_monitor_guardrail,
+    sample_request_data,
+    user_api_key_dict,
+    dual_cache,
+    pillar_clean_response,
+):
+    """Test that scanners and evidence are returned even when content is not flagged."""
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=pillar_clean_response,
+    ):
+        result = await pillar_monitor_guardrail.async_pre_call_hook(
+            data=sample_request_data,
+            cache=dual_cache,
+            user_api_key_dict=user_api_key_dict,
+            call_type="completion",
+        )
+
+    assert result == sample_request_data
+    assert "metadata" in sample_request_data
+    metadata = sample_request_data["metadata"]
+    # Even when not flagged, we should get scanners and evidence
+    assert metadata.get("pillar_flagged") is False
+    # pillar_session_id preserves existing value, pillar_session_id_response is always from response
+    assert metadata.get("pillar_session_id_response") == pillar_clean_response.json()["session_id"]
+    assert metadata.get("pillar_scanners") == pillar_clean_response.json().get("scanners", {})
+    assert metadata.get("pillar_evidence") == pillar_clean_response.json().get("evidence", [])
+
+    # Verify headers are also built
+    headers = get_logging_caching_headers(sample_request_data)
+    assert headers["x-pillar-flagged"] == "false"
+    assert json.loads(unquote(headers["x-pillar-scanners"])) == pillar_clean_response.json().get("scanners", {})
+
+
+def test_get_logging_caching_headers_pillar_metadata():
+    scanners = {"toxic_language": True, "jailbreak": False}
+    evidence = [{"category": "toxic_language", "evidence": "example"}]
+    request_data = {
+        "metadata": {
+            "pillar_flagged": True,
+            "pillar_scanners": scanners,
+            "pillar_evidence": evidence,
+            "pillar_session_id_response": "test-session-123",
+        }
+    }
+
+    build_pillar_response_headers(request_data["metadata"])
+
+    headers = get_logging_caching_headers(request_data)
+
+    assert headers["x-pillar-flagged"] == "true"
+    assert json.loads(unquote(headers["x-pillar-scanners"])) == scanners
+    assert json.loads(unquote(headers["x-pillar-evidence"])) == evidence
+    assert unquote(headers["x-pillar-session-id"]) == "test-session-123"
+    assert request_data["metadata"]["pillar_response_headers"]["x-pillar-flagged"] == "true"
+
+
+def test_get_logging_caching_headers_truncates_large_evidence():
+    long_text = "悪" * 6000  # multi-byte unicode to test URL encoding and truncation
+    request_data = {
+        "metadata": {
+            "pillar_evidence": [{"category": "unicode", "evidence": long_text}],
+        }
+    }
+
+    build_pillar_response_headers(request_data["metadata"])
+
+    headers = get_logging_caching_headers(request_data)
+    evidence_header = headers["x-pillar-evidence"]
+
+    assert len(evidence_header.encode("utf-8")) <= 8 * 1024
+    decoded_evidence = json.loads(unquote(evidence_header))
+    assert decoded_evidence
+    assert decoded_evidence[0]["evidence"].endswith("...[truncated]")
+    assert decoded_evidence[0].get("evidence_truncated") is True
+    assert request_data["metadata"]["pillar_evidence_truncated"] is True
+    assert request_data["metadata"]["pillar_response_headers"]["x-pillar-evidence"] == evidence_header
+
+
+@pytest.mark.asyncio
+async def test_post_call_hook_flagged_content_monitor_updates_metadata_and_headers(
+    pillar_monitor_guardrail,
+    malicious_request_data,
+    user_api_key_dict,
+    pillar_flagged_response,
+    mock_llm_response,
+):
+    """Ensure post-call monitor verdicts update shared metadata and headers."""
+    request_data = malicious_request_data.copy()
+    request_data["metadata"] = {}
+
+    with patch(
+        "litellm.llms.custom_httpx.http_handler.AsyncHTTPHandler.post",
+        return_value=pillar_flagged_response,
+    ):
+        response = await pillar_monitor_guardrail.async_post_call_success_hook(
+            data=request_data,
+            user_api_key_dict=user_api_key_dict,
+            response=mock_llm_response,
+        )
+
+    assert response is mock_llm_response
+    metadata = request_data["metadata"]
+    pillar_json = pillar_flagged_response.json()
+    assert metadata.get("pillar_flagged") is True
+    assert metadata.get("pillar_session_id") == pillar_json["session_id"]
+    assert metadata.get("pillar_session_id_response") == pillar_json["session_id"]
+    assert metadata.get("pillar_scanners") == pillar_json.get("scanners", {})
+    assert metadata.get("pillar_evidence") == pillar_json.get("evidence", [])
+
+    headers = get_logging_caching_headers(request_data)
+    assert headers["x-pillar-flagged"] == "true"
+    assert json.loads(unquote(headers["x-pillar-scanners"])) == pillar_json.get("scanners", {})
+    assert json.loads(unquote(headers["x-pillar-evidence"])) == pillar_json.get("evidence", [])
+    assert unquote(headers["x-pillar-session-id"]) == pillar_json["session_id"]
+    assert request_data["metadata"]["pillar_response_headers"]["x-pillar-session-id"] == headers["x-pillar-session-id"]
 
 
 @pytest.mark.asyncio
diff --git a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
index 6939a19b7ef..0127be8e7a7 100644
--- a/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
+++ b/tests/test_litellm/proxy/health_endpoints/test_health_endpoints.py
@@ -1,7 +1,6 @@
-import asyncio
-import json
 import os
 import sys
+import time
 from datetime import datetime, timedelta
 from unittest.mock import MagicMock, patch, AsyncMock
 
@@ -11,14 +10,15 @@ sys.path.insert(
 
 import pytest
 from prisma.errors import ClientNotConnectedError, HTTPClientClosedError, PrismaError
-
-from litellm.proxy._types import ProxyErrorTypes, ProxyException
 from litellm.proxy.health_endpoints._health_endpoints import (
     _db_health_readiness_check,
     db_health_cache,
     health_services_endpoint,
 )
 
+# Import shared proxy test helpers from conftest
+from tests.test_litellm.proxy.conftest import create_proxy_test_client
+
 
 @pytest.mark.asyncio
 @pytest.mark.parametrize(
@@ -126,3 +126,134 @@ async def test_health_services_endpoint_sqs(status, error_message):
         assert result["message"] == error_message
         mock_instance.async_health_check.assert_awaited_once()
 
+
+@pytest.fixture(scope="function")
+def proxy_client(monkeypatch):
+    """
+    Fixture that starts a proxy server instance for testing.
+    Uses the actual FastAPI app from proxy_server which includes all routers.
+    
+    Note: TestClient doesn't start a real HTTP server - it runs the FastAPI app
+    in-process. However, it DOES trigger FastAPI's lifespan events (startup/shutdown)
+    when used as a context manager, which initializes the proxy server components.
+    
+    Database access:
+    - If DATABASE_URL is set in environment, the proxy will automatically connect
+    - Database connection happens during lifespan startup events
+    - To enable database access, set DATABASE_URL environment variable before running tests
+    
+    Redis cache:
+    - If REDIS_HOST is set in environment, Redis cache will be automatically configured
+    - Cache configuration is included in /health/readiness endpoint response
+    """
+    client = create_proxy_test_client(monkeypatch)
+    with client:
+        yield client
+
+
+def test_health_liveliness_endpoint(proxy_client):
+    """
+    Test that /health/liveliness endpoint returns 200 OK with "I'm alive!" message.
+    This is a critical orchestration endpoint that must be simple and fast.
+    """
+    # Measure the time taken for the health check call
+    start_time = time.perf_counter()
+    
+    # Make GET request to /health/liveliness
+    response = proxy_client.get("/health/liveliness")
+    
+    end_time = time.perf_counter()
+    duration_ms = (end_time - start_time) * 1000
+    
+    # Assert response status
+    assert response.status_code == 200, f"Expected 200 OK, got {response.status_code}: {response.text}"
+    
+    # Assert response content (FastAPI JSON-encodes the string)
+    assert response.json() == "I'm alive!", f"Expected 'I'm alive!' message, got: {response.json()}"
+    
+    # Verify response is fast (should be < 100ms for a simple endpoint)
+    # This is critical for orchestration systems that poll frequently
+    assert duration_ms < 100, f"Health check took {duration_ms:.2f}ms, expected < 100ms for a simple endpoint"
+    
+    # Log the duration for visibility (useful for CI/CD monitoring)
+    print(f"\n/health/liveliness response time: {duration_ms:.2f}ms")
+
+
+def test_health_liveness_endpoint(proxy_client):
+    """
+    Test that /health/liveness endpoint (Kubernetes standard name) also works.
+    """
+    # Measure the time taken for the health check call
+    start_time = time.perf_counter()
+    
+    # Make GET request to /health/liveness
+    response = proxy_client.get("/health/liveness")
+    
+    end_time = time.perf_counter()
+    duration_ms = (end_time - start_time) * 1000
+    
+    # Assert response status
+    assert response.status_code == 200, f"Expected 200 OK, got {response.status_code}: {response.text}"
+    
+    # Assert response content (FastAPI JSON-encodes the string)
+    assert response.json() == "I'm alive!", f"Expected 'I'm alive!' message, got: {response.json()}"
+    
+    # Verify response is fast (should be < 100ms for a simple endpoint)
+    assert duration_ms < 100, f"Health check took {duration_ms:.2f}ms, expected < 100ms for a simple endpoint"
+    
+    # Log the duration for visibility (useful for CI/CD monitoring)
+    print(f"\n/health/liveness response time: {duration_ms:.2f}ms")
+
+
+def test_health_readiness(proxy_client):
+    """
+    Test /health/readiness endpoint.
+    Database and Redis are optional - the endpoint should work whether they're available or not.
+    
+    If DATABASE_URL is set, the endpoint will check database connectivity.
+    If REDIS_HOST is set, the endpoint will report cache status.
+    If neither is set, the endpoint should still return a valid health status.
+    """
+    # Measure the time taken for the health check call
+    start_time = time.perf_counter()
+    
+    # Make GET request to /health/readiness
+    response = proxy_client.get("/health/readiness")
+    
+    end_time = time.perf_counter()
+    duration_ms = (end_time - start_time) * 1000
+    
+    # Assert response status
+    assert response.status_code == 200, f"Expected 200 OK, got {response.status_code}: {response.text}"
+    
+    # Verify response is fast (readiness may include DB check if available, so < 500ms is reasonable)
+    # This is critical for orchestration systems (Kubernetes) that poll frequently
+    assert duration_ms < 500, f"Health check took {duration_ms:.2f}ms, expected < 500ms for readiness endpoint"
+    
+    # Assert response contains expected fields
+    response_data = response.json()
+    assert "status" in response_data, "Response should contain 'status' field"
+    assert "litellm_version" in response_data, "Response should contain 'litellm_version' field"
+    
+    # Display all health endpoint response fields (matches what /health/readiness returns)
+    print("\n" + "-"*60)
+    print("HEALTH ENDPOINT RESPONSE")
+    print("-"*60)
+    print(f"Status: {response_data.get('status', 'unknown')}")
+    print(f"Database: {response_data.get('db', 'not reported')}")
+    print(f"LiteLLM Version: {response_data.get('litellm_version', 'unknown')}")
+    print(f"Success Callbacks: {response_data.get('success_callbacks', [])}")
+    print(f"Cache: {response_data.get('cache', 'none')}")
+    print(f"Use AioHTTP Transport: {response_data.get('use_aiohttp_transport', 'unknown')}")
+    print(f"Response time: {duration_ms:.2f}ms")
+    
+    # If database status is reported, verify it's a valid status
+    # Database may be "connected", "disconnected", "unknown", or "Not connected" (when prisma_client is None)
+    if "db" in response_data:
+        db_status = response_data["db"]
+        # Database status can be any of these valid states
+        assert db_status in ["connected", "disconnected", "unknown", "Not connected"], \
+            f"Unexpected db status: {db_status}"
+    
+    print("="*60 + "\n")
+
diff --git a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
index 521faae3ca5..36f0ab5097d 100644
--- a/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
+++ b/tests/test_litellm/proxy/openai_files_endpoint/test_files_endpoint.py
@@ -18,6 +18,7 @@ from litellm.proxy._types import LiteLLM_UserTableFiltered, UserAPIKeyAuth
 from litellm.proxy.hooks import get_proxy_hook
 from litellm.proxy.management_endpoints.internal_user_endpoints import ui_view_users
 from litellm.proxy.proxy_server import app
+from litellm.types.llms.openai import OpenAIFileObject
 
 client = TestClient(app)
 from litellm.caching.caching import DualCache
@@ -225,6 +226,97 @@ def test_mock_create_audio_file(mocker: MockerFixture, monkeypatch, llm_router:
     assert openai_call_found, "OpenAI call not found with expected parameters"
 
 
+def test_target_storage_invokes_storage_backend(
+    mocker: MockerFixture, monkeypatch, llm_router: Router
+):
+    """
+    Ensure target_storage is parsed and invokes the storage backend service.
+    """
+    setup_proxy_logging_object(monkeypatch, llm_router)
+
+    async_mock = mocker.AsyncMock(
+        return_value=OpenAIFileObject(
+            id="file-test",
+            object="file",
+            purpose="user_data",
+            created_at=0,
+            bytes=3,
+            filename="abc.txt",
+            status="uploaded",
+        )
+    )
+    mocker.patch(
+        "litellm.proxy.openai_files_endpoints.files_endpoints.StorageBackendFileService.upload_file_to_storage_backend",
+        new=async_mock,
+    )
+
+    test_file_content = b"abc"
+    test_file = ("abc.txt", test_file_content, "text/plain")
+
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "user_data",
+            "target_storage": "azure_storage",
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+
+    assert response.status_code == 200
+    async_mock.assert_awaited_once()
+    called_kwargs = async_mock.call_args.kwargs
+    assert called_kwargs["target_storage"] == "azure_storage"
+    assert called_kwargs["target_model_names"] == []
+    assert called_kwargs["purpose"] == "user_data"
+
+
+def test_target_storage_with_target_models(
+    mocker: MockerFixture, monkeypatch, llm_router: Router
+):
+    """
+    Ensure target_storage and target_model_names are parsed and passed through.
+    """
+    setup_proxy_logging_object(monkeypatch, llm_router)
+
+    async_mock = mocker.AsyncMock(
+        return_value=OpenAIFileObject(
+            id="file-test",
+            object="file",
+            purpose="user_data",
+            created_at=0,
+            bytes=3,
+            filename="abc.txt",
+            status="uploaded",
+        )
+    )
+    mocker.patch(
+        "litellm.proxy.openai_files_endpoints.files_endpoints.StorageBackendFileService.upload_file_to_storage_backend",
+        new=async_mock,
+    )
+
+    test_file_content = b"abc"
+    test_file = ("abc.txt", test_file_content, "text/plain")
+
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "user_data",
+            "target_storage": "azure_storage",
+            "target_model_names": "gemini-2.0-flash",
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+
+    assert response.status_code == 200
+    async_mock.assert_awaited_once()
+    called_kwargs = async_mock.call_args.kwargs
+    assert called_kwargs["target_storage"] == "azure_storage"
+    assert called_kwargs["target_model_names"] == ["gemini-2.0-flash"]
+    assert called_kwargs["purpose"] == "user_data"
+
+
 @pytest.mark.skip(reason="mock respx fails on ci/cd - unclear why")
 def test_create_file_and_call_chat_completion_e2e(
     mocker: MockerFixture, monkeypatch, llm_router: Router
@@ -477,3 +569,290 @@ def test_create_file_for_each_model(
             openai_call_found = True
             break
     assert openai_call_found, "OpenAI call not found with expected parameters"
+
+
+def test_create_file_with_expires_after(mocker: MockerFixture, monkeypatch, llm_router: Router):
+    """
+    Test that expires_after is properly parsed and passed through when creating a file
+    """
+    from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
+    from litellm.types.llms.openai import OpenAIFileObject
+
+    proxy_logging_obj = ProxyLogging(
+        user_api_key_cache=DualCache(default_in_memory_ttl=1)
+    )
+    proxy_logging_obj._add_proxy_hooks(llm_router)
+
+    class DummyManagedFiles(BaseFileEndpoints):
+        async def acreate_file(self, llm_router, create_file_request, target_model_names_list, litellm_parent_otel_span, user_api_key_dict):
+            # Verify expires_after is in the request
+            if isinstance(create_file_request, dict):
+                expires_after = create_file_request.get("expires_after")
+            else:
+                expires_after = getattr(create_file_request, "expires_after", None)
+            
+            # Verify expires_after was passed correctly
+            assert expires_after is not None, "expires_after should be in the request"
+            assert expires_after["anchor"] == "created_at"
+            assert expires_after["seconds"] == 2592000
+            
+            # Return a dummy response
+            return OpenAIFileObject(
+                id="file-abc123",
+                object="file",
+                bytes=100,
+                created_at=1234567890,
+                filename="mydata.jsonl",
+                purpose="fine-tune",
+                status="uploaded",
+            )
+        
+        async def afile_retrieve(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_list(self, purpose, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_delete(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_content(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+
+    proxy_logging_obj.proxy_hook_mapping["managed_files"] = DummyManagedFiles()
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_obj
+    )
+
+    # Create test file content
+    test_file_content = b'{"prompt": "Hello", "completion": "Hi"}'
+    test_file = ("mydata.jsonl", test_file_content, "application/json")
+
+    # Test with expires_after
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "fine-tune",
+            "target_model_names": "gpt-3.5-turbo",
+            "expires_after[anchor]": "created_at",
+            "expires_after[seconds]": "2592000",  # 30 days
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+
+    assert response.status_code == 200
+    result = response.json()
+    assert result["id"] == "file-abc123"
+    assert result["purpose"] == "fine-tune"
+
+
+def test_create_file_with_expires_after_missing_anchor(mocker: MockerFixture, monkeypatch, llm_router: Router):
+    """
+    Test that an error is returned when expires_after[anchor] is missing
+    """
+    proxy_logging_obj = ProxyLogging(
+        user_api_key_cache=DualCache(default_in_memory_ttl=1)
+    )
+    proxy_logging_obj._add_proxy_hooks(llm_router)
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_obj
+    )
+
+    test_file_content = b'{"prompt": "Hello", "completion": "Hi"}'
+    test_file = ("mydata.jsonl", test_file_content, "application/json")
+
+    # Test with only expires_after[seconds], missing anchor
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "fine-tune",
+            "expires_after[seconds]": "2592000",
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+
+    assert response.status_code == 400
+    error_detail = response.json()
+    assert "expires_after" in error_detail["error"]["message"].lower() or "both" in error_detail["error"]["message"].lower()
+
+
+def test_create_file_with_expires_after_missing_seconds(mocker: MockerFixture, monkeypatch, llm_router: Router):
+    """
+    Test that an error is returned when expires_after[seconds] is missing
+    """
+    proxy_logging_obj = ProxyLogging(
+        user_api_key_cache=DualCache(default_in_memory_ttl=1)
+    )
+    proxy_logging_obj._add_proxy_hooks(llm_router)
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_obj
+    )
+
+    test_file_content = b'{"prompt": "Hello", "completion": "Hi"}'
+    test_file = ("mydata.jsonl", test_file_content, "application/json")
+
+    # Test with only expires_after[anchor], missing seconds
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "fine-tune",
+            "expires_after[anchor]": "created_at",
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+
+    assert response.status_code == 400
+    error_detail = response.json()
+    assert "expires_after" in error_detail["error"]["message"].lower() or "both" in error_detail["error"]["message"].lower()
+
+
+def test_create_file_with_expires_after_valid_values(mocker: MockerFixture, monkeypatch, llm_router: Router):
+    """
+    Test that expires_after works with valid anchor and seconds values
+    """
+    from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
+    from litellm.types.llms.openai import OpenAIFileObject
+
+    proxy_logging_obj = ProxyLogging(
+        user_api_key_cache=DualCache(default_in_memory_ttl=1)
+    )
+    proxy_logging_obj._add_proxy_hooks(llm_router)
+
+    class DummyManagedFiles(BaseFileEndpoints):
+        async def acreate_file(self, llm_router, create_file_request, target_model_names_list, litellm_parent_otel_span, user_api_key_dict):
+            # Verify expires_after is in the request
+            if isinstance(create_file_request, dict):
+                expires_after = create_file_request.get("expires_after")
+            else:
+                expires_after = getattr(create_file_request, "expires_after", None)
+            
+            # Verify expires_after was passed correctly
+            assert expires_after is not None, "expires_after should be in the request"
+            assert expires_after["anchor"] == "created_at"
+            assert expires_after["seconds"] == 3600
+            
+            return OpenAIFileObject(
+                id="file-abc123",
+                object="file",
+                bytes=100,
+                created_at=1234567890,
+                filename="mydata.jsonl",
+                purpose="fine-tune",
+                status="uploaded",
+            )
+        
+        async def afile_retrieve(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_list(self, purpose, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_delete(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_content(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+
+    proxy_logging_obj.proxy_hook_mapping["managed_files"] = DummyManagedFiles()
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_obj
+    )
+
+    test_file_content = b'{"prompt": "Hello", "completion": "Hi"}'
+    test_file = ("mydata.jsonl", test_file_content, "application/json")
+
+    # Test with valid expires_after values
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "fine-tune",
+            "target_model_names": "gpt-3.5-turbo",
+            "expires_after[anchor]": "created_at",
+            "expires_after[seconds]": "3600",  # Minimum valid value (1 hour)
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+
+    assert response.status_code == 200
+    result = response.json()
+    assert result["id"] == "file-abc123"
+    assert result["purpose"] == "fine-tune"
+
+
+def test_create_file_without_expires_after(mocker: MockerFixture, monkeypatch, llm_router: Router):
+    """
+    Test that file creation works normally without expires_after
+    """
+    from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
+    from litellm.types.llms.openai import OpenAIFileObject
+
+    proxy_logging_obj = ProxyLogging(
+        user_api_key_cache=DualCache(default_in_memory_ttl=1)
+    )
+    proxy_logging_obj._add_proxy_hooks(llm_router)
+
+    class DummyManagedFiles(BaseFileEndpoints):
+        async def acreate_file(self, llm_router, create_file_request, target_model_names_list, litellm_parent_otel_span, user_api_key_dict):
+            # Verify expires_after is None when not provided
+            if isinstance(create_file_request, dict):
+                expires_after = create_file_request.get("expires_after")
+            else:
+                expires_after = getattr(create_file_request, "expires_after", None)
+            
+            # expires_after should be None when not provided
+            assert expires_after is None, "expires_after should be None when not provided"
+            
+            return OpenAIFileObject(
+                id="file-abc123",
+                object="file",
+                bytes=100,
+                created_at=1234567890,
+                filename="mydata.jsonl",
+                purpose="fine-tune",
+                status="uploaded",
+            )
+        
+        async def afile_retrieve(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_list(self, purpose, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_delete(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_content(self, file_id, litellm_parent_otel_span):
+            raise NotImplementedError("Not implemented for test")
+
+    proxy_logging_obj.proxy_hook_mapping["managed_files"] = DummyManagedFiles()
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_obj
+    )
+
+    test_file_content = b'{"prompt": "Hello", "completion": "Hi"}'
+    test_file = ("mydata.jsonl", test_file_content, "application/json")
+
+    # Test without expires_after
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "fine-tune",
+            "target_model_names": "gpt-3.5-turbo",
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+
+    assert response.status_code == 200
+    result = response.json()
+    assert result["id"] == "file-abc123"
+    assert result["purpose"] == "fine-tune"
diff --git a/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py b/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
index 4bbbf87edb8..0bf1504874b 100644
--- a/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
+++ b/tests/test_litellm/proxy/response_api_endpoints/test_endpoints.py
@@ -114,3 +114,83 @@ class TestResponsesAPIEndpoints(unittest.TestCase):
             # Should not have Responses API structure
             assert "output" not in response_data or "status" not in response_data
 
+    @pytest.mark.asyncio
+    @patch("litellm.proxy.proxy_server.llm_router")
+    @patch("litellm.proxy.proxy_server.user_api_key_auth")
+    async def test_responses_api_key_spend_header_includes_response_cost(
+        self, mock_auth, mock_router
+    ):
+        """
+        Test that x-litellm-key-spend header includes the current request's response_cost
+        for /v1/responses endpoint.
+        
+        This ensures the spend header reflects updated spend including the current request,
+        even though spend tracking updates happen asynchronously after the response.
+        """
+        from litellm.types.llms.openai import ResponsesAPIResponse
+        from litellm.types.utils import ResponseOutputMessage, ResponseOutputText
+
+        # Create mock user API key with initial spend
+        mock_user_api_key_dict = MagicMock()
+        mock_user_api_key_dict.token = "test_token"
+        mock_user_api_key_dict.user_id = "test_user"
+        mock_user_api_key_dict.team_id = None
+        mock_user_api_key_dict.spend = 0.001  # Initial spend: $0.001
+        mock_user_api_key_dict.tpm_limit = None
+        mock_user_api_key_dict.rpm_limit = None
+        mock_user_api_key_dict.max_budget = None
+        mock_user_api_key_dict.allowed_model_region = None
+        mock_user_api_key_dict.api_key = "sk-test-key"
+        mock_user_api_key_dict.metadata = {}
+        
+        mock_auth.return_value = mock_user_api_key_dict
+
+        # Mock response with hidden_params containing response_cost
+        mock_response = ResponsesAPIResponse(
+            id="resp_test123",
+            created_at=1234567890,
+            model="gpt-4o",
+            object="response",
+            output=[
+                ResponseOutputMessage(
+                    type="message",
+                    role="assistant",
+                    content=[
+                        ResponseOutputText(type="output_text", text="Test response")
+                    ],
+                )
+            ],
+        )
+        
+        # Add hidden_params with response_cost to the mock response
+        mock_response._hidden_params = {
+            "response_cost": 0.0005,  # Current request cost: $0.0005
+            "model_id": "test-model-id",
+        }
+        
+        mock_router.aresponses = AsyncMock(return_value=mock_response)
+
+        client = TestClient(app)
+
+        test_data = {"model": "gpt-4o", "input": "Tell me about AI"}
+
+        response = client.post(
+            "/v1/responses",
+            json=test_data,
+            headers={"Authorization": "Bearer sk-test-key"},
+        )
+
+        # Verify the response was successful
+        assert response.status_code == 200
+
+        # Verify x-litellm-key-spend header includes current request cost
+        assert "x-litellm-key-spend" in response.headers
+        key_spend_value = float(response.headers["x-litellm-key-spend"])
+        expected_spend = 0.001 + 0.0005  # Initial spend + current request cost
+        assert key_spend_value == pytest.approx(expected_spend, abs=1e-10)
+
+        # Verify x-litellm-response-cost header is present
+        assert "x-litellm-response-cost" in response.headers
+        response_cost_value = float(response.headers["x-litellm-response-cost"])
+        assert response_cost_value == pytest.approx(0.0005, abs=1e-10)
+
diff --git a/tests/test_litellm/proxy/test_common_request_processing.py b/tests/test_litellm/proxy/test_common_request_processing.py
index 4768ec42ff6..2e7046319ed 100644
--- a/tests/test_litellm/proxy/test_common_request_processing.py
+++ b/tests/test_litellm/proxy/test_common_request_processing.py
@@ -329,6 +329,97 @@ class TestProxyBaseLLMRequestProcessing:
         assert original_cost is None
         assert discount_amount is None
 
+    def test_get_custom_headers_key_spend_includes_response_cost(self):
+        """
+        Test that x-litellm-key-spend header includes the current request's response_cost.
+        
+        This ensures that the spend header reflects the updated spend including the current
+        request, even though spend tracking updates happen asynchronously after the response.
+        """
+        # Create mock user API key dict with initial spend
+        mock_user_api_key_dict = MagicMock(spec=UserAPIKeyAuth)
+        mock_user_api_key_dict.tpm_limit = None
+        mock_user_api_key_dict.rpm_limit = None
+        mock_user_api_key_dict.max_budget = None
+        mock_user_api_key_dict.spend = 0.001  # Initial spend: $0.001
+
+        # Test case 1: response_cost is provided as float
+        response_cost_1 = 0.0005  # Current request cost: $0.0005
+        headers_1 = ProxyBaseLLMRequestProcessing.get_custom_headers(
+            user_api_key_dict=mock_user_api_key_dict,
+            call_id="test-call-id-1",
+            response_cost=response_cost_1,
+        )
+        
+        assert "x-litellm-key-spend" in headers_1
+        expected_spend_1 = 0.001 + 0.0005  # Initial spend + current request cost
+        assert float(headers_1["x-litellm-key-spend"]) == pytest.approx(expected_spend_1, abs=1e-10)
+        assert float(headers_1["x-litellm-response-cost"]) == response_cost_1
+
+        # Test case 2: response_cost is provided as string
+        response_cost_2 = "0.0003"  # Current request cost as string
+        headers_2 = ProxyBaseLLMRequestProcessing.get_custom_headers(
+            user_api_key_dict=mock_user_api_key_dict,
+            call_id="test-call-id-2",
+            response_cost=response_cost_2,
+        )
+        
+        assert "x-litellm-key-spend" in headers_2
+        expected_spend_2 = 0.001 + 0.0003  # Initial spend + current request cost
+        assert float(headers_2["x-litellm-key-spend"]) == pytest.approx(expected_spend_2, abs=1e-10)
+
+        # Test case 3: response_cost is None (should use original spend)
+        headers_3 = ProxyBaseLLMRequestProcessing.get_custom_headers(
+            user_api_key_dict=mock_user_api_key_dict,
+            call_id="test-call-id-3",
+            response_cost=None,
+        )
+        
+        assert "x-litellm-key-spend" in headers_3
+        assert float(headers_3["x-litellm-key-spend"]) == 0.001  # Should use original spend
+
+        # Test case 4: response_cost is 0 (should not change spend)
+        headers_4 = ProxyBaseLLMRequestProcessing.get_custom_headers(
+            user_api_key_dict=mock_user_api_key_dict,
+            call_id="test-call-id-4",
+            response_cost=0.0,
+        )
+        
+        assert "x-litellm-key-spend" in headers_4
+        assert float(headers_4["x-litellm-key-spend"]) == 0.001  # Should remain unchanged for 0 cost
+
+        # Test case 5: user_api_key_dict.spend is None (should default to 0.0)
+        mock_user_api_key_dict.spend = None
+        headers_5 = ProxyBaseLLMRequestProcessing.get_custom_headers(
+            user_api_key_dict=mock_user_api_key_dict,
+            call_id="test-call-id-5",
+            response_cost=0.0002,
+        )
+        
+        assert "x-litellm-key-spend" in headers_5
+        assert float(headers_5["x-litellm-key-spend"]) == 0.0002  # 0.0 + 0.0002
+
+        # Test case 6: response_cost is negative (should not be added, use original spend)
+        mock_user_api_key_dict.spend = 0.001
+        headers_6 = ProxyBaseLLMRequestProcessing.get_custom_headers(
+            user_api_key_dict=mock_user_api_key_dict,
+            call_id="test-call-id-6",
+            response_cost=-0.0001,  # Negative cost (should not be added)
+        )
+        
+        assert "x-litellm-key-spend" in headers_6
+        assert float(headers_6["x-litellm-key-spend"]) == 0.001  # Should use original spend
+
+        # Test case 7: response_cost is invalid string (should fallback to original spend)
+        headers_7 = ProxyBaseLLMRequestProcessing.get_custom_headers(
+            user_api_key_dict=mock_user_api_key_dict,
+            call_id="test-call-id-7",
+            response_cost="invalid",  # Invalid string
+        )
+        
+        assert "x-litellm-key-spend" in headers_7
+        assert float(headers_7["x-litellm-key-spend"]) == 0.001  # Should use original spend on error
+
 
 @pytest.mark.asyncio
 class TestCommonRequestProcessingHelpers:
diff --git a/tests/test_litellm/responses/mcp/test_chat_completions_handler.py b/tests/test_litellm/responses/mcp/test_chat_completions_handler.py
new file mode 100644
index 00000000000..96e7c39aee2
--- /dev/null
+++ b/tests/test_litellm/responses/mcp/test_chat_completions_handler.py
@@ -0,0 +1,167 @@
+import pytest
+from unittest.mock import AsyncMock
+
+from litellm.types.utils import ModelResponse
+
+from litellm.responses.mcp.chat_completions_handler import (
+    handle_chat_completion_with_mcp,
+)
+from litellm.responses.mcp.litellm_proxy_mcp_handler import (
+    LiteLLM_Proxy_MCP_Handler,
+)
+from litellm.responses.utils import ResponsesAPIRequestUtils
+
+
+@pytest.mark.asyncio
+async def test_handle_chat_completion_returns_none_without_tools():
+    completion_callable = AsyncMock()
+
+    result = await handle_chat_completion_with_mcp({}, completion_callable)
+
+    assert result is None
+    completion_callable.assert_not_awaited()
+
+
+@pytest.mark.asyncio
+async def test_handle_chat_completion_without_auto_execution_calls_model(monkeypatch):
+    tools = [{"type": "function", "function": {"name": "tool"}}]
+    completion_callable = AsyncMock(return_value="ok")
+
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_should_use_litellm_mcp_gateway",
+        staticmethod(lambda tools: True),
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_parse_mcp_tools",
+        staticmethod(lambda tools: (tools, {})),
+    )
+    async def mock_process(**_):
+        return ([], {})
+
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_process_mcp_tools_without_openai_transform",
+        mock_process,
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_transform_mcp_tools_to_openai",
+        staticmethod(lambda *_, **__: ["openai-tool"]),
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_should_auto_execute_tools",
+        staticmethod(lambda **_: False),
+    )
+    captured_secret_fields = {}
+
+    def mock_extract(**kwargs):
+        captured_secret_fields["value"] = kwargs.get("secret_fields")
+        return (None, None, None, None)
+
+    monkeypatch.setattr(
+        ResponsesAPIRequestUtils,
+        "extract_mcp_headers_from_request",
+        staticmethod(mock_extract),
+    )
+
+    call_context = {
+        "tools": tools,
+        "messages": [],
+        "kwargs": {"secret_fields": {"api_key": "value"}},
+    }
+    result = await handle_chat_completion_with_mcp(call_context, completion_callable)
+
+    assert result == "ok"
+    completion_callable.assert_awaited_once()
+    kwargs = completion_callable.await_args.kwargs
+    assert kwargs.get("_skip_mcp_handler") is True
+    assert kwargs.get("tools") == ["openai-tool"]
+    assert captured_secret_fields["value"] == {"api_key": "value"}
+
+
+@pytest.mark.asyncio
+async def test_handle_chat_completion_auto_exec_performs_follow_up(monkeypatch):
+    tools = [{"type": "function", "function": {"name": "tool"}}]
+    initial_response = ModelResponse(
+        id="1",
+        model="test",
+        choices=[],
+        created=0,
+        object="chat.completion",
+    )
+    follow_up_response = ModelResponse(
+        id="2",
+        model="test",
+        choices=[],
+        created=0,
+        object="chat.completion",
+    )
+    completion_callable = AsyncMock(
+        side_effect=[initial_response, follow_up_response]
+    )
+
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_should_use_litellm_mcp_gateway",
+        staticmethod(lambda tools: True),
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_parse_mcp_tools",
+        staticmethod(lambda tools: (tools, {"tool": "server"})),
+    )
+    async def mock_process(**_):
+        return (tools, {"tool": "server"})
+
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_process_mcp_tools_without_openai_transform",
+        mock_process,
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_transform_mcp_tools_to_openai",
+        staticmethod(lambda *_, **__: tools),
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_should_auto_execute_tools",
+        staticmethod(lambda **_: True),
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_extract_tool_calls_from_chat_response",
+        staticmethod(lambda **_: ["call"]),
+    )
+    async def mock_execute(**_):
+        return ["result"]
+
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_execute_tool_calls",
+        mock_execute,
+    )
+    monkeypatch.setattr(
+        LiteLLM_Proxy_MCP_Handler,
+        "_create_follow_up_messages_for_chat",
+        staticmethod(lambda **_: ["follow-up"]),
+    )
+    monkeypatch.setattr(
+        ResponsesAPIRequestUtils,
+        "extract_mcp_headers_from_request",
+        staticmethod(lambda **_: (None, None, None, None)),
+    )
+
+    call_context = {"tools": tools, "messages": ["msg"], "stream": True}
+    result = await handle_chat_completion_with_mcp(call_context, completion_callable)
+
+    assert result is follow_up_response
+    assert completion_callable.await_count == 2
+    first_call = completion_callable.await_args_list[0].kwargs
+    second_call = completion_callable.await_args_list[1].kwargs
+    assert first_call["stream"] is False
+    assert second_call["messages"] == ["follow-up"]
+    assert second_call["stream"] is True
diff --git a/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py b/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
new file mode 100644
index 00000000000..b632e72f567
--- /dev/null
+++ b/tests/test_litellm/responses/mcp/test_litellm_proxy_mcp_handler.py
@@ -0,0 +1,259 @@
+import sys
+import types
+from unittest.mock import AsyncMock
+
+import pytest
+
+from litellm.responses.mcp.litellm_proxy_mcp_handler import (
+    LiteLLM_Proxy_MCP_Handler,
+)
+from litellm.types.utils import ModelResponse
+from litellm.types.responses.main import OutputFunctionToolCall
+
+
+class _DummyMCPResult:
+    def __init__(self):
+        self.content = []
+
+
+def _setup_mcp_call_environment(monkeypatch: pytest.MonkeyPatch) -> AsyncMock:
+    """Patch MCP globals so _execute_tool_calls can run in tests."""
+    proxy_module = types.SimpleNamespace(proxy_logging_obj=object())
+    monkeypatch.setitem(sys.modules, "litellm.proxy.proxy_server", proxy_module)
+
+    fake_manager = types.SimpleNamespace(
+        call_tool=AsyncMock(return_value=_DummyMCPResult())
+    )
+    monkeypatch.setattr(
+        "litellm.proxy._experimental.mcp_server.mcp_server_manager.global_mcp_server_manager",
+        fake_manager,
+    )
+    return fake_manager.call_tool
+
+
+def test_deduplicate_mcp_tools_single_allowed_server():
+    tools = [{"name": "search"}, {"name": "search"}]  # duplicate on purpose
+
+    deduped, server_map = LiteLLM_Proxy_MCP_Handler._deduplicate_mcp_tools(
+        tools,
+        ["everything"],
+    )
+
+    assert len(deduped) == 1
+    assert server_map == {"search": "everything"}
+
+
+@pytest.mark.parametrize(
+    "tool_name,expected_server",
+    [
+        ("alpha-tool", "alpha"),
+        ("beta-another_tool", "beta"),
+    ],
+)
+def test_deduplicate_mcp_tools_prefixed_names(tool_name, expected_server):
+    tools = [{"name": tool_name}]
+
+    _, server_map = LiteLLM_Proxy_MCP_Handler._deduplicate_mcp_tools(
+        tools,
+        ["alpha", "beta"],
+    )
+
+    assert server_map[tool_name] == expected_server
+
+
+def test_extract_tool_calls_from_chat_response_handles_tool_calls():
+    response = ModelResponse(
+        id="resp-1",
+        choices=[
+            {
+                "index": 0,
+                "message": {
+                    "role": "assistant",
+                    "content": None,
+                    "tool_calls": [
+                        {
+                            "id": "call-123",
+                            "type": "function",
+                            "function": {"name": "foo", "arguments": "{}"},
+                        }
+                    ],
+                },
+                "finish_reason": "tool_calls",
+            }
+        ],
+        model="gpt",
+        created=0,
+        object="chat.completion",
+    )
+
+    tool_calls = LiteLLM_Proxy_MCP_Handler._extract_tool_calls_from_chat_response(
+        response
+    )
+
+    assert len(tool_calls) == 1
+    assert tool_calls[0]["function"]["name"] == "foo"
+
+
+def test_create_follow_up_messages_for_chat_appends_tool_results():
+    original_messages = [{"role": "user", "content": "hi"}]
+    response = ModelResponse(
+        id="resp-2",
+        choices=[
+            {
+                "index": 0,
+                "message": {
+                    "role": "assistant",
+                    "content": None,
+                    "tool_calls": [
+                        {
+                            "id": "call-abc",
+                            "type": "function",
+                            "function": {"name": "foo", "arguments": "{}"},
+                        }
+                    ],
+                },
+            }
+        ],
+        model="gpt",
+        created=0,
+        object="chat.completion",
+    )
+    tool_results = [
+        {
+            "tool_call_id": "call-abc",
+            "name": "foo",
+            "result": "done",
+        }
+    ]
+
+    follow_up = LiteLLM_Proxy_MCP_Handler._create_follow_up_messages_for_chat(
+        original_messages,
+        response,
+        tool_results,
+    )
+
+    assert follow_up[0]["role"] == "user"
+    assert follow_up[-1]["role"] == "tool"
+    assert follow_up[-1]["name"] == "foo"
+    assert follow_up[-1]["content"] == "done"
+
+
+def test_transform_mcp_tools_to_openai_uses_chat_format(monkeypatch):
+    captured = {}
+
+    def fake_transform_chat(tool):
+        captured.setdefault("chat", []).append(tool)
+        return {"chat": True}
+
+    def fake_transform_responses(tool):
+        captured.setdefault("responses", []).append(tool)
+        return {"responses": True}
+
+    monkeypatch.setattr(
+        "litellm.experimental_mcp_client.tools.transform_mcp_tool_to_openai_tool",
+        fake_transform_chat,
+    )
+    monkeypatch.setattr(
+        "litellm.experimental_mcp_client.tools.transform_mcp_tool_to_openai_responses_api_tool",
+        fake_transform_responses,
+    )
+
+    chat_tools = LiteLLM_Proxy_MCP_Handler._transform_mcp_tools_to_openai(
+        ["tool"], target_format="chat"
+    )
+    resp_tools = LiteLLM_Proxy_MCP_Handler._transform_mcp_tools_to_openai(["tool"])
+
+    assert chat_tools == [{"chat": True}]
+    assert resp_tools == [{"responses": True}]
+    assert captured["chat"] == ["tool"]
+    assert captured["responses"] == ["tool"]
+
+
+def test_create_follow_up_input_handles_response_function_tool_call():
+    response = types.SimpleNamespace(
+        output=[
+            OutputFunctionToolCall(
+                id="id",
+                type="function_call",
+                call_id="call-1",
+                name="foo",
+                arguments="{}",
+                status="completed",
+            )
+        ]
+    )
+
+    follow_up = LiteLLM_Proxy_MCP_Handler._create_follow_up_input(
+        response=response,
+        tool_results=[],
+        original_input=None,
+    )
+
+    assert follow_up == [
+        {
+            "type": "function_call",
+            "call_id": "call-1",
+            "name": "foo",
+            "arguments": "{}",
+        }
+    ]
+
+
+@pytest.mark.asyncio
+async def test_execute_tool_calls_strips_server_prefix(monkeypatch):
+    call_tool_mock = _setup_mcp_call_environment(monkeypatch)
+    tool_name = "deepwiki-read_wiki_structure"
+    tool_calls = [
+        {
+            "id": "call-1",
+            "function": {"name": tool_name, "arguments": "{}"},
+        }
+    ]
+
+    await LiteLLM_Proxy_MCP_Handler._execute_tool_calls(
+        tool_server_map={tool_name: "deepwiki"},
+        tool_calls=tool_calls,
+        user_api_key_auth=None,
+    )
+
+    assert call_tool_mock.await_args.kwargs["name"] == "read_wiki_structure"
+
+
+@pytest.mark.asyncio
+async def test_execute_tool_calls_keeps_tool_name_without_prefix(monkeypatch):
+    call_tool_mock = _setup_mcp_call_environment(monkeypatch)
+    tool_name = "read_wiki_structure"
+    tool_calls = [
+        {
+            "id": "call-2",
+            "function": {"name": tool_name, "arguments": "{}"},
+        }
+    ]
+
+    await LiteLLM_Proxy_MCP_Handler._execute_tool_calls(
+        tool_server_map={tool_name: "deepwiki"},
+        tool_calls=tool_calls,
+        user_api_key_auth=None,
+    )
+
+    assert call_tool_mock.await_args.kwargs["name"] == tool_name
+
+
+@pytest.mark.asyncio
+async def test_execute_tool_calls_keeps_tool_name_when_equal_to_server(monkeypatch):
+    call_tool_mock = _setup_mcp_call_environment(monkeypatch)
+    tool_name = "echo"
+    tool_calls = [
+        {
+            "id": "call-3",
+            "function": {"name": tool_name, "arguments": "{}"},
+        }
+    ]
+
+    await LiteLLM_Proxy_MCP_Handler._execute_tool_calls(
+        tool_server_map={tool_name: "echo"},
+        tool_calls=tool_calls,
+        user_api_key_auth=None,
+    )
+
+    assert call_tool_mock.await_args.kwargs["name"] == tool_name
diff --git a/tests/test_litellm/test_utils.py b/tests/test_litellm/test_utils.py
index c8db2c6c74c..2bd94488ba2 100644
--- a/tests/test_litellm/test_utils.py
+++ b/tests/test_litellm/test_utils.py
@@ -23,6 +23,7 @@ from litellm.utils import (
     TextCompletionStreamWrapper,
     get_llm_provider,
     get_optional_params_image_gen,
+    is_cached_message,
 )
 
 # Adds the parent directory to the system path
@@ -846,6 +847,7 @@ def test_check_provider_match():
     model_info = {"litellm_provider": "bedrock"}
     assert litellm.utils._check_provider_match(model_info, "openai") is False
 
+
 def test_get_provider_rerank_config():
     """
     Test the get_provider_rerank_config function for various providers
@@ -854,9 +856,12 @@ def test_get_provider_rerank_config():
     from litellm.utils import LlmProviders, ProviderConfigManager
 
     # Test for hosted_vllm provider
-    config = ProviderConfigManager.get_provider_rerank_config("my_model", LlmProviders.HOSTED_VLLM, 'http://localhost', [])
+    config = ProviderConfigManager.get_provider_rerank_config(
+        "my_model", LlmProviders.HOSTED_VLLM, "http://localhost", []
+    )
     assert isinstance(config, HostedVLLMRerankConfig)
 
+
 # Models that should be skipped during testing
 OLD_PROVIDERS = ["aleph_alpha", "palm"]
 SKIP_MODELS = [
@@ -2513,3 +2518,87 @@ class TestGetValidModelsWithCLI:
             assert "headers" in call_kwargs
             headers = call_kwargs["headers"]
             assert headers.get("Authorization") == "Bearer sk-test-cli-key-123"
+
+
+class TestIsCachedMessage:
+    """Test is_cached_message function for context caching detection.
+
+    Fixes GitHub issue #17821 - TypeError when content is string instead of list.
+    """
+
+    def test_string_content_returns_false(self):
+        """String content should return False without crashing."""
+        message = {"role": "user", "content": "Hello world"}
+        assert is_cached_message(message) is False
+
+    def test_none_content_returns_false(self):
+        """None content should return False."""
+        message = {"role": "user", "content": None}
+        assert is_cached_message(message) is False
+
+    def test_missing_content_returns_false(self):
+        """Message without content key should return False."""
+        message = {"role": "user"}
+        assert is_cached_message(message) is False
+
+    def test_list_content_without_cache_control_returns_false(self):
+        """List content without cache_control should return False."""
+        message = {"role": "user", "content": [{"type": "text", "text": "Hello"}]}
+        assert is_cached_message(message) is False
+
+    def test_list_content_with_cache_control_returns_true(self):
+        """List content with cache_control ephemeral should return True."""
+        message = {
+            "role": "user",
+            "content": [
+                {
+                    "type": "text",
+                    "text": "Hello",
+                    "cache_control": {"type": "ephemeral"},
+                }
+            ],
+        }
+        assert is_cached_message(message) is True
+
+    def test_list_with_non_dict_items_skips_them(self):
+        """List content with non-dict items should skip them gracefully."""
+        message = {
+            "role": "user",
+            "content": ["string_item", 123, {"type": "text", "text": "Hello"}],
+        }
+        assert is_cached_message(message) is False
+
+    def test_list_with_mixed_items_finds_cached(self):
+        """Mixed content list should find cached item."""
+        message = {
+            "role": "user",
+            "content": [
+                "string_item",
+                {"type": "image", "url": "..."},
+                {
+                    "type": "text",
+                    "text": "cached",
+                    "cache_control": {"type": "ephemeral"},
+                },
+            ],
+        }
+        assert is_cached_message(message) is True
+
+    def test_wrong_cache_control_type_returns_false(self):
+        """Non-ephemeral cache_control type should return False."""
+        message = {
+            "role": "user",
+            "content": [
+                {
+                    "type": "text",
+                    "text": "Hello",
+                    "cache_control": {"type": "permanent"},
+                }
+            ],
+        }
+        assert is_cached_message(message) is False
+
+    def test_empty_list_content_returns_false(self):
+        """Empty list content should return False."""
+        message = {"role": "user", "content": []}
+        assert is_cached_message(message) is False
diff --git a/ui/litellm-dashboard/package-lock.json b/ui/litellm-dashboard/package-lock.json
index 49aac75a4e6..b65c35e78d8 100644
--- a/ui/litellm-dashboard/package-lock.json
+++ b/ui/litellm-dashboard/package-lock.json
@@ -9,7 +9,7 @@
       "version": "0.1.0",
       "dependencies": {
         "@anthropic-ai/sdk": "^0.54.0",
-        "@docusaurus/theme-mermaid": "^3.8.1",
+        "@docusaurus/theme-mermaid": "^3.9.0",
         "@headlessui/react": "^1.7.18",
         "@headlessui/tailwindcss": "^0.2.0",
         "@heroicons/react": "^1.0.6",
@@ -4723,9 +4723,9 @@
       }
     },
     "node_modules/@next/env": {
-      "version": "14.2.33",
-      "resolved": "https://registry.npmjs.org/@next/env/-/env-14.2.33.tgz",
-      "integrity": "sha512-CgVHNZ1fRIlxkLhIX22flAZI/HmpDaZ8vwyJ/B0SDPTBuLZ1PJ+DWMjCHhqnExfmSQzA/PbZi8OAc7PAq2w9IA==",
+      "version": "14.2.35",
+      "resolved": "https://registry.npmjs.org/@next/env/-/env-14.2.35.tgz",
+      "integrity": "sha512-DuhvCtj4t9Gwrx80dmz2F4t/zKQ4ktN8WrMwOuVzkJfBilwAwGr6v16M5eI8yCuZ63H9TTuEU09Iu2HqkzFPVQ==",
       "license": "MIT"
     },
     "node_modules/@next/eslint-plugin-next": {
@@ -18170,12 +18170,12 @@
       "license": "MIT"
     },
     "node_modules/next": {
-      "version": "14.2.33",
-      "resolved": "https://registry.npmjs.org/next/-/next-14.2.33.tgz",
-      "integrity": "sha512-GiKHLsD00t4ACm1p00VgrI0rUFAC9cRDGReKyERlM57aeEZkOQGcZTpIbsGn0b562FTPJWmYfKwplfO9EaT6ng==",
+      "version": "14.2.35",
+      "resolved": "https://registry.npmjs.org/next/-/next-14.2.35.tgz",
+      "integrity": "sha512-KhYd2Hjt/O1/1aZVX3dCwGXM1QmOV4eNM2UTacK5gipDdPN/oHHK/4oVGy7X8GMfPMsUTUEmGlsy0EY1YGAkig==",
       "license": "MIT",
       "dependencies": {
-        "@next/env": "14.2.33",
+        "@next/env": "14.2.35",
         "@swc/helpers": "0.5.5",
         "busboy": "1.6.0",
         "caniuse-lite": "^1.0.30001579",
diff --git a/ui/litellm-dashboard/package.json b/ui/litellm-dashboard/package.json
index e366b4febff..ce42d0ba41a 100644
--- a/ui/litellm-dashboard/package.json
+++ b/ui/litellm-dashboard/package.json
@@ -14,7 +14,7 @@
   },
   "dependencies": {
     "@anthropic-ai/sdk": "^0.54.0",
-    "@docusaurus/theme-mermaid": "^3.8.1",
+    "@docusaurus/theme-mermaid": "^3.9.0",
     "@headlessui/react": "^1.7.18",
     "@headlessui/tailwindcss": "^0.2.0",
     "@heroicons/react": "^1.0.6",
diff --git a/ui/litellm-dashboard/public/assets/logos/azure_ai_foundry.png b/ui/litellm-dashboard/public/assets/logos/azure_ai_foundry.png
new file mode 100644
index 00000000000..9f19b52e0bc
Binary files /dev/null and b/ui/litellm-dashboard/public/assets/logos/azure_ai_foundry.png differ
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
index d77b947df36..477c1163ce7 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
+++ b/ui/litellm-dashboard/src/app/(dashboard)/usage/page.tsx
@@ -1,6 +1,6 @@
 "use client";
 
-import NewUsagePage from "@/components/new_usage";
+import UsagePageView from "@/components/UsagePage/components/UsagePageView";
 import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 import useTeams from "@/app/(dashboard)/hooks/useTeams";
 
@@ -8,16 +8,7 @@ const UsagePage = () => {
   const { accessToken, userRole, userId, premiumUser } = useAuthorized();
   const { teams } = useTeams();
 
-  return (
-    <NewUsagePage
-      accessToken={accessToken}
-      userRole={userRole}
-      userID={userId}
-      teams={teams ?? []}
-      premiumUser={premiumUser}
-      organizations={[]}
-    />
-  );
+  return <UsagePageView teams={teams ?? []} organizations={[]} />;
 };
 
 export default UsagePage;
diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index 20f5480c970..6b94f514d91 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -18,7 +18,7 @@ import { MCPServers } from "@/components/mcp_tools";
 import ModelHubTable from "@/components/model_hub_table";
 import Navbar from "@/components/navbar";
 import { getUiConfig, Organization, proxyBaseUrl, setGlobalLitellmHeaderName } from "@/components/networking";
-import NewUsagePage from "@/components/new_usage";
+import NewUsagePage from "@/components/UsagePage/components/UsagePageView";
 import OldTeams from "@/components/OldTeams";
 import { fetchUserModels } from "@/components/organisms/create_key_button";
 import Organizations, { fetchOrganizations } from "@/components/organizations";
@@ -446,12 +446,8 @@ export default function CreateKeyPage() {
                   <VectorStoreManagement accessToken={accessToken} userRole={userRole} userID={userID} />
                 ) : page == "new_usage" ? (
                   <NewUsagePage
-                    userID={userID}
-                    userRole={userRole}
-                    accessToken={accessToken}
                     teams={(teams as Team[]) ?? []}
                     organizations={(organizations as Organization[]) ?? []}
-                    premiumUser={premiumUser}
                   />
                 ) : (
                   <Usage
diff --git a/ui/litellm-dashboard/src/components/DefaultUserSettings.test.tsx b/ui/litellm-dashboard/src/components/DefaultUserSettings.test.tsx
new file mode 100644
index 00000000000..78d50fa7f31
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/DefaultUserSettings.test.tsx
@@ -0,0 +1,153 @@
+import { act, fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { beforeEach, describe, expect, it, vi } from "vitest";
+import DefaultUserSettings from "./DefaultUserSettings";
+import * as networking from "./networking";
+
+vi.mock("./networking", () => ({
+  getInternalUserSettings: vi.fn(),
+  updateInternalUserSettings: vi.fn(),
+  modelAvailableCall: vi.fn(),
+}));
+
+vi.mock("./common_components/budget_duration_dropdown", () => ({
+  default: ({ value, onChange }: { value: string | null; onChange: (value: string | null) => void }) => (
+    <select data-testid="budget-duration" value={value || ""} onChange={(e) => onChange(e.target.value || null)}>
+      <option value="">Select duration</option>
+      <option value="daily">Daily</option>
+      <option value="monthly">Monthly</option>
+    </select>
+  ),
+  getBudgetDurationLabel: (value: string) => value,
+}));
+
+vi.mock("./key_team_helpers/fetch_available_models_team_key", () => ({
+  getModelDisplayName: (model: string) => model,
+}));
+
+describe("DefaultUserSettings", () => {
+  const mockGetInternalUserSettings = vi.mocked(networking.getInternalUserSettings);
+  const mockUpdateInternalUserSettings = vi.mocked(networking.updateInternalUserSettings);
+  const mockModelAvailableCall = vi.mocked(networking.modelAvailableCall);
+
+  const defaultProps = {
+    accessToken: "test-token",
+    userID: "user-123",
+    userRole: "Admin",
+    possibleUIRoles: {
+      internal_user_admin: {
+        ui_label: "Admin",
+        description: "Full access",
+      },
+      internal_user_viewer: {
+        ui_label: "Viewer",
+        description: "Read-only access",
+      },
+    },
+  };
+
+  const mockSettings = {
+    values: {
+      user_role: "internal_user_admin",
+      budget_duration: "monthly",
+      max_budget: 1000,
+      teams: [],
+    },
+    field_schema: {
+      description: "Default user settings",
+      properties: {
+        user_role: {
+          type: "string",
+          description: "User role",
+        },
+        budget_duration: {
+          type: "string",
+          description: "Budget duration",
+        },
+        max_budget: {
+          type: "number",
+          description: "Maximum budget",
+        },
+        teams: {
+          type: "array",
+          description: "Teams",
+        },
+      },
+    },
+  };
+
+  beforeEach(() => {
+    mockGetInternalUserSettings.mockClear();
+    mockUpdateInternalUserSettings.mockClear();
+    mockModelAvailableCall.mockClear();
+    mockModelAvailableCall.mockResolvedValue({
+      data: [{ id: "gpt-4" }, { id: "gpt-3.5-turbo" }],
+    });
+  });
+
+  it("should render", async () => {
+    mockGetInternalUserSettings.mockResolvedValue(mockSettings);
+
+    render(<DefaultUserSettings {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(mockGetInternalUserSettings).toHaveBeenCalled();
+    });
+
+    expect(screen.getByText("Default User Settings")).toBeInTheDocument();
+  });
+
+  it("should toggle edit mode when edit button is clicked", async () => {
+    mockGetInternalUserSettings.mockResolvedValue(mockSettings);
+
+    render(<DefaultUserSettings {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(screen.getByText("Edit Settings")).toBeInTheDocument();
+    });
+
+    const editButton = screen.getByText("Edit Settings");
+    act(() => {
+      fireEvent.click(editButton);
+    });
+
+    expect(screen.getByText("Cancel")).toBeInTheDocument();
+    expect(screen.getByText("Save Changes")).toBeInTheDocument();
+    expect(screen.queryByText("Edit Settings")).not.toBeInTheDocument();
+  });
+
+  it("should save settings when save button is clicked", async () => {
+    mockGetInternalUserSettings.mockResolvedValue(mockSettings);
+    mockUpdateInternalUserSettings.mockResolvedValue({
+      settings: {
+        ...mockSettings.values,
+        max_budget: 2000,
+      },
+    });
+
+    render(<DefaultUserSettings {...defaultProps} />);
+
+    await waitFor(() => {
+      expect(screen.getByText("Edit Settings")).toBeInTheDocument();
+    });
+
+    const editButton = screen.getByText("Edit Settings");
+    act(() => {
+      fireEvent.click(editButton);
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("Save Changes")).toBeInTheDocument();
+    });
+
+    const saveButton = screen.getByText("Save Changes");
+    act(() => {
+      fireEvent.click(saveButton);
+    });
+
+    await waitFor(() => {
+      expect(mockUpdateInternalUserSettings).toHaveBeenCalled();
+    });
+
+    expect(screen.getByText("Edit Settings")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/SSOSettings.tsx b/ui/litellm-dashboard/src/components/DefaultUserSettings.tsx
similarity index 98%
rename from ui/litellm-dashboard/src/components/SSOSettings.tsx
rename to ui/litellm-dashboard/src/components/DefaultUserSettings.tsx
index 6402220f374..988a3bcec92 100644
--- a/ui/litellm-dashboard/src/components/SSOSettings.tsx
+++ b/ui/litellm-dashboard/src/components/DefaultUserSettings.tsx
@@ -8,7 +8,7 @@ import { getModelDisplayName } from "./key_team_helpers/fetch_available_models_t
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 import NotificationManager from "./molecules/notifications_manager";
 
-interface SSOSettingsProps {
+interface DefaultUserSettingsProps {
   accessToken: string | null;
   possibleUIRoles?: Record<string, Record<string, string>> | null;
   userID: string;
@@ -21,7 +21,12 @@ interface TeamEntry {
   user_role: "user" | "admin";
 }
 
-const SSOSettings: React.FC<SSOSettingsProps> = ({ accessToken, possibleUIRoles, userID, userRole }) => {
+const DefaultUserSettings: React.FC<DefaultUserSettingsProps> = ({
+  accessToken,
+  possibleUIRoles,
+  userID,
+  userRole,
+}) => {
   const [loading, setLoading] = useState<boolean>(true);
   const [settings, setSettings] = useState<any>(null);
   const [isEditing, setIsEditing] = useState<boolean>(false);
@@ -277,6 +282,9 @@ const SSOSettings: React.FC<SSOSettingsProps> = ({ accessToken, possibleUIRoles,
           <Option key="no-default-models" value="no-default-models">
             No Default Models
           </Option>
+          <Option key="all-proxy-models" value="all-proxy-models">
+            All Proxy Models
+          </Option>
           {availableModels.map((model: string) => (
             <Option key={model} value={model}>
               {getModelDisplayName(model)}
@@ -482,4 +490,4 @@ const SSOSettings: React.FC<SSOSettingsProps> = ({ accessToken, possibleUIRoles,
   );
 };
 
-export default SSOSettings;
+export default DefaultUserSettings;
diff --git a/ui/litellm-dashboard/src/components/entity_usage.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
similarity index 68%
rename from ui/litellm-dashboard/src/components/entity_usage.test.tsx
rename to ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
index d0d2337e185..9a9fa68f762 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.test.tsx
@@ -1,7 +1,7 @@
 import { act, fireEvent, render, screen, waitFor } from "@testing-library/react";
 import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
-import EntityUsage from "./entity_usage";
-import * as networking from "./networking";
+import * as networking from "../../../networking";
+import EntityUsage from "./EntityUsage";
 
 beforeAll(() => {
   if (typeof window !== "undefined" && !window.ResizeObserver) {
@@ -14,7 +14,7 @@ beforeAll(() => {
 });
 
 // Mock the networking module
-vi.mock("./networking", () => ({
+vi.mock("../../../networking", () => ({
   tagDailyActivityCall: vi.fn(),
   teamDailyActivityCall: vi.fn(),
   organizationDailyActivityCall: vi.fn(),
@@ -23,16 +23,16 @@ vi.mock("./networking", () => ({
 }));
 
 // Mock the child components to simplify testing
-vi.mock("./activity_metrics", () => ({
+vi.mock("../../../activity_metrics", () => ({
   ActivityMetrics: () => <div>Activity Metrics</div>,
   processActivityData: () => ({ data: [], metadata: {} }),
 }));
 
-vi.mock("./top_key_view", () => ({
+vi.mock("./TopKeyView", () => ({
   default: () => <div>Top Keys</div>,
 }));
 
-vi.mock("./top_model_view", () => ({
+vi.mock("./TopModelView", () => ({
   default: () => <div>Top Models</div>,
 }));
 
@@ -265,8 +265,124 @@ describe("EntityUsage", () => {
     });
 
     expect(await screen.findByText("Tag Spend Overview")).toBeInTheDocument();
-    expect(await screen.findByText("$-")).toBeInTheDocument();
+    expect(await screen.findByText("$0.00")).toBeInTheDocument();
     expect(screen.getByText("Total Spend")).toBeInTheDocument();
     expect(screen.getAllByText("0")[0]).toBeInTheDocument();
   });
+
+  it("should display Model Activity tab for non-agent entity types", async () => {
+    render(<EntityUsage {...defaultProps} entityType="tag" />);
+
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+
+    expect(screen.getByText("Model Activity")).toBeInTheDocument();
+  });
+
+  it("should display Request / Token Consumption tab for agent entity type", async () => {
+    render(<EntityUsage {...defaultProps} entityType="agent" />);
+
+    await waitFor(() => {
+      expect(mockAgentDailyActivityCall).toHaveBeenCalled();
+    });
+
+    expect(screen.getByText("Request / Token Consumption")).toBeInTheDocument();
+  });
+
+  it("should display Top Models title for non-agent entity types", async () => {
+    render(<EntityUsage {...defaultProps} entityType="tag" />);
+
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+
+    const topModelsElements = screen.getAllByText("Top Models");
+    expect(topModelsElements.length).toBeGreaterThan(0);
+  });
+
+  it("should display Top Agents title for agent entity type", async () => {
+    render(<EntityUsage {...defaultProps} entityType="agent" />);
+
+    await waitFor(() => {
+      expect(mockAgentDailyActivityCall).toHaveBeenCalled();
+    });
+
+    expect(screen.getByText("Top Agents")).toBeInTheDocument();
+  });
+
+  it("should use entityList label when entityList is provided and entity exists", async () => {
+    const customEntityList = [
+      { label: "Custom Tag Label", value: "tag-1" },
+      { label: "Tag 2", value: "tag-2" },
+    ];
+
+    render(<EntityUsage {...defaultProps} entityList={customEntityList} />);
+
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("Custom Tag Label")).toBeInTheDocument();
+    });
+  });
+
+  it("should fallback to team_alias when entityList is provided but entity does not exist", async () => {
+    const customEntityList = [{ label: "Tag 2", value: "tag-2" }];
+
+    render(<EntityUsage {...defaultProps} entityList={customEntityList} />);
+
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("Tag 1")).toBeInTheDocument();
+    });
+  });
+
+  it("should fallback to team_alias when entityList is null", async () => {
+    render(<EntityUsage {...defaultProps} entityList={null} />);
+
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("Tag 1")).toBeInTheDocument();
+    });
+  });
+
+  it("should fallback to entity value when no entityList and no team_alias", async () => {
+    const spendDataWithoutAlias = {
+      ...mockSpendData,
+      results: [
+        {
+          ...mockSpendData.results[0],
+          breakdown: {
+            ...mockSpendData.results[0].breakdown,
+            entities: {
+              "tag-1": {
+                ...mockSpendData.results[0].breakdown.entities["tag-1"],
+                metadata: {},
+              },
+            },
+          },
+        },
+      ],
+    };
+
+    mockTagDailyActivityCall.mockResolvedValue(spendDataWithoutAlias);
+
+    render(<EntityUsage {...defaultProps} entityList={null} />);
+
+    await waitFor(() => {
+      expect(mockTagDailyActivityCall).toHaveBeenCalled();
+    });
+
+    await waitFor(() => {
+      expect(screen.getByText("tag-1")).toBeInTheDocument();
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/entity_usage.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
similarity index 93%
rename from ui/litellm-dashboard/src/components/entity_usage.tsx
rename to ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
index cced9e8ff98..8cb318b06b2 100644
--- a/ui/litellm-dashboard/src/components/entity_usage.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
@@ -1,42 +1,42 @@
-import React, { useState, useEffect } from "react";
+import { formatNumberWithCommas } from "@/utils/dataUtils";
 import {
   BarChart,
   Card,
-  Title,
-  Text,
-  Grid,
   Col,
   DateRangePickerValue,
+  DonutChart,
+  Grid,
+  Subtitle,
+  Tab,
+  TabGroup,
   Table,
-  TableHead,
-  TableRow,
-  TableHeaderCell,
   TableBody,
   TableCell,
-  DonutChart,
-  TabPanel,
-  TabGroup,
+  TableHead,
+  TableHeaderCell,
+  TableRow,
   TabList,
-  Tab,
+  TabPanel,
   TabPanels,
-  Subtitle,
+  Text,
+  Title,
 } from "@tremor/react";
-import { ActivityMetrics, processActivityData } from "./activity_metrics";
-import { DailyData, BreakdownMetrics, KeyMetricWithMetadata, EntityMetricWithMetadata, TagUsage } from "./usage/types";
+import React, { useEffect, useState } from "react";
+import { ActivityMetrics, processActivityData } from "../../../activity_metrics";
+import { UsageExportHeader } from "../../../EntityUsageExport";
+import type { EntityType } from "../../../EntityUsageExport/types";
 import {
+  agentDailyActivityCall,
+  customerDailyActivityCall,
   organizationDailyActivityCall,
   tagDailyActivityCall,
   teamDailyActivityCall,
-  customerDailyActivityCall,
-  agentDailyActivityCall,
-} from "./networking";
-import TopKeyView from "./top_key_view";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
-import { valueFormatterSpend } from "./usage/utils/value_formatters";
-import { getProviderLogoAndName } from "./provider_info_helpers";
-import { UsageExportHeader } from "./EntityUsageExport";
-import type { EntityType } from "./EntityUsageExport/types";
-import TopModelView from "./top_model_view";
+} from "../../../networking";
+import { getProviderLogoAndName } from "../../../provider_info_helpers";
+import { BreakdownMetrics, DailyData, EntityMetricWithMetadata, KeyMetricWithMetadata, TagUsage } from "../../types";
+import { valueFormatterSpend } from "../../utils/value_formatters";
+import TopKeyView from "./TopKeyView";
+import TopModelView from "./TopModelView";
 
 interface EntityMetrics {
   metrics: {
@@ -305,6 +305,20 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
     }
   };
 
+  const getEntityLabel = (entity: string, metadata?: Record<string, any>): string => {
+    if (entityList) {
+      const entityItem = entityList.find((item) => item.value === entity);
+      if (entityItem) {
+        return entityItem.label;
+      }
+    }
+    // Fallback to team_alias for backward compatibility
+    if (metadata?.team_alias) {
+      return metadata.team_alias;
+    }
+    return entity;
+  };
+
   const filterDataByTags = (data: EntityMetricWithMetadata[]) => {
     if (selectedTags.length === 0) return data;
     return data.filter((item) => selectedTags.includes(item.metadata.id));
@@ -328,7 +342,7 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
               cache_creation_input_tokens: 0,
             },
             metadata: {
-              alias: (data.metadata as any).team_alias || entity,
+              alias: getEntityLabel(entity, data.metadata as any),
               id: entity,
             },
           };
@@ -385,7 +399,7 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
       <TabGroup>
         <TabList variant="solid" className="mt-1">
           <Tab>Cost</Tab>
-          <Tab>Model Activity</Tab>
+          <Tab>{entityType === "agent" ? "Request / Token Consumption" : "Model Activity"}</Tab>
           <Tab>Key Activity</Tab>
         </TabList>
         <TabPanels>
@@ -472,7 +486,7 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
                                 const metrics = entityData as EntityMetrics;
                                 return (
                                   <p key={entity} className="text-sm text-gray-600">
-                                    {metrics.metadata.team_alias || entity}: $
+                                    {getEntityLabel(entity, metrics.metadata)}: $
                                     {formatNumberWithCommas(metrics.metrics.spend, 2)}
                                   </p>
                                 );
@@ -576,22 +590,14 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
               <Col numColSpan={1}>
                 <Card>
                   <Title>Top Virtual Keys</Title>
-                  <TopKeyView
-                    topKeys={getTopAPIKeys()}
-                    accessToken={accessToken}
-                    userID={userID}
-                    userRole={userRole}
-                    teams={null}
-                    premiumUser={premiumUser}
-                    showTags={entityType === "tag"}
-                  />
+                  <TopKeyView topKeys={getTopAPIKeys()} teams={null} showTags={entityType === "tag"} />
                 </Card>
               </Col>
 
               {/* Top Models */}
               <Col numColSpan={1}>
                 <Card>
-                  <Title>Top Models</Title>
+                  <Title>{entityType === "agent" ? "Top Agents" : "Top Models"}</Title>
                   <TopModelView topModels={getTopModels()} />
                 </Card>
               </Col>
@@ -669,10 +675,10 @@ const EntityUsage: React.FC<EntityUsageProps> = ({
             </Grid>
           </TabPanel>
           <TabPanel>
-            <ActivityMetrics modelMetrics={modelMetrics} />
+            <ActivityMetrics modelMetrics={modelMetrics} hidePromptCachingMetrics={entityType === "agent"} />
           </TabPanel>
           <TabPanel>
-            <ActivityMetrics modelMetrics={keyMetrics} />
+            <ActivityMetrics modelMetrics={keyMetrics} hidePromptCachingMetrics={entityType === "agent"} />
           </TabPanel>
         </TabPanels>
       </TabGroup>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
new file mode 100644
index 00000000000..6c074623139
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.test.tsx
@@ -0,0 +1,83 @@
+import { render, screen } from "@testing-library/react";
+import { describe, expect, it, vi, beforeEach } from "vitest";
+import TopKeyView from "./TopKeyView";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+
+vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
+  __esModule: true,
+  default: vi.fn(),
+}));
+
+describe("TopKeyView", () => {
+  const mockUseAuthorized = vi.mocked(useAuthorized);
+  const mockAuth = {
+    token: "mock-token",
+    accessToken: "test-token",
+    userId: "user-1",
+    userEmail: "user@example.com",
+    userRole: "admin",
+    premiumUser: true,
+    disabledPersonalKeyCreation: false,
+    showSSOBanner: false,
+  };
+  const baseProps = {
+    topKeys: [],
+    teams: null,
+    showTags: false,
+  };
+
+  beforeEach(() => {
+    mockUseAuthorized.mockReturnValue(mockAuth);
+  });
+
+  it("should render", () => {
+    render(<TopKeyView {...baseProps} />);
+    expect(screen.getByText("Table View")).toBeInTheDocument();
+  });
+
+  it("should have a table view button", () => {
+    render(<TopKeyView {...baseProps} />);
+    expect(screen.getByText("Table View")).toBeInTheDocument();
+  });
+
+  it("should have a chart view", () => {
+    render(<TopKeyView {...baseProps} />);
+    expect(screen.getByText("Chart View")).toBeInTheDocument();
+  });
+
+  ["Key ID", "Key Alias", "Spend (USD)"].forEach((header) => {
+    it(`should have a ${header} column`, () => {
+      render(<TopKeyView {...baseProps} />);
+      expect(screen.getByText(header)).toBeInTheDocument();
+    });
+  });
+
+  it("should have a Tags column when showTags is true", () => {
+    render(<TopKeyView {...baseProps} showTags={true} />);
+    expect(screen.getByText("Tags")).toBeInTheDocument();
+  });
+
+  it("should show the key's information on the table", () => {
+    render(
+      <TopKeyView
+        topKeys={[
+          {
+            api_key: "key-123",
+            key_alias: "Test Key",
+            spend: 100,
+            tags: [
+              { tag: "tag-1", usage: 50 },
+              { tag: "tag-2", usage: 30 },
+            ],
+          },
+        ]}
+        teams={null}
+        showTags={true}
+      />,
+    );
+    expect(screen.getByText("Test Key")).toBeInTheDocument();
+    expect(screen.getByText(/tag-1/)).toBeInTheDocument();
+    expect(screen.getByText(/tag-2/)).toBeInTheDocument();
+    expect(screen.getByText("$100.00")).toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/top_key_view.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
similarity index 94%
rename from ui/litellm-dashboard/src/components/top_key_view.tsx
rename to ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
index 565dc03a38a..8f6bc411630 100644
--- a/ui/litellm-dashboard/src/components/top_key_view.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopKeyView.tsx
@@ -1,34 +1,24 @@
 import React, { useState } from "react";
 import { BarChart } from "@tremor/react";
-import KeyInfoView from "./templates/key_info_view";
-import { keyInfoV1Call } from "./networking";
-import { transformKeyInfo } from "../components/key_team_helpers/transform_key_info";
-import { DataTable } from "./view_logs/table";
+import KeyInfoView from "../../../templates/key_info_view";
+import { keyInfoV1Call } from "../../../networking";
+import { transformKeyInfo } from "../../../key_team_helpers/transform_key_info";
+import { DataTable } from "../../../view_logs/table";
 import { Tooltip } from "antd";
 import { Button } from "@tremor/react";
-import { formatNumberWithCommas } from "../utils/dataUtils";
-import { TagUsage } from "./usage/types";
+import { formatNumberWithCommas } from "../../../../utils/dataUtils";
+import { TagUsage } from "../../types";
 import { ChevronDownIcon, ChevronUpIcon } from "@heroicons/react/outline";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 interface TopKeyViewProps {
   topKeys: any[];
-  accessToken: string | null;
-  userID: string | null;
-  userRole: string | null;
   teams: any[] | null;
-  premiumUser: boolean;
   showTags?: boolean;
 }
 
-const TopKeyView: React.FC<TopKeyViewProps> = ({
-  topKeys,
-  accessToken,
-  userID,
-  userRole,
-  teams,
-  premiumUser,
-  showTags = false,
-}) => {
+const TopKeyView: React.FC<TopKeyViewProps> = ({ topKeys, teams, showTags = false }) => {
+  const { accessToken, userRole, userId: userID, premiumUser } = useAuthorized();
   const [isModalOpen, setIsModalOpen] = useState<boolean>(false);
   const [selectedKey, setSelectedKey] = useState<string | null>(null);
   const [keyData, setKeyData] = useState<any | undefined>(undefined);
diff --git a/ui/litellm-dashboard/src/components/top_model_view.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
similarity index 97%
rename from ui/litellm-dashboard/src/components/top_model_view.test.tsx
rename to ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
index d25055c3b91..fc2e63ec044 100644
--- a/ui/litellm-dashboard/src/components/top_model_view.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.test.tsx
@@ -1,6 +1,6 @@
 import { render } from "@testing-library/react";
 import { describe, expect, it } from "vitest";
-import TopModelView from "./top_model_view";
+import TopModelView from "./TopModelView";
 
 describe("TopModelView", () => {
   it("should render", () => {
diff --git a/ui/litellm-dashboard/src/components/top_model_view.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
similarity index 95%
rename from ui/litellm-dashboard/src/components/top_model_view.tsx
rename to ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
index f090d2da5cb..15ae660d4be 100644
--- a/ui/litellm-dashboard/src/components/top_model_view.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/TopModelView.tsx
@@ -1,7 +1,7 @@
 import { BarChart } from "@tremor/react";
-import { formatNumberWithCommas } from "../utils/dataUtils";
+import { formatNumberWithCommas } from "../../../../utils/dataUtils";
 import { useState } from "react";
-import { DataTable } from "./view_logs/table";
+import { DataTable } from "../../../view_logs/table";
 
 interface TopModel {
   key: string;
diff --git a/ui/litellm-dashboard/src/components/new_usage.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
similarity index 70%
rename from ui/litellm-dashboard/src/components/new_usage.test.tsx
rename to ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
index 340201452fb..d72515b8e4f 100644
--- a/ui/litellm-dashboard/src/components/new_usage.test.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.test.tsx
@@ -1,10 +1,11 @@
-import { render, screen, fireEvent, waitFor, act } from "@testing-library/react";
-import { describe, it, expect, vi, beforeEach, beforeAll } from "vitest";
-import NewUsagePage from "./new_usage";
-import type { Organization } from "./networking";
-import * as networking from "./networking";
-import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers";
 import { useAgents } from "@/app/(dashboard)/hooks/agents/useAgents";
+import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { act, fireEvent, render, screen, waitFor } from "@testing-library/react";
+import { beforeAll, beforeEach, describe, expect, it, vi } from "vitest";
+import type { Organization } from "../../networking";
+import * as networking from "../../networking";
+import NewUsagePage from "./UsagePageView";
 
 // Polyfill ResizeObserver for test environment
 beforeAll(() => {
@@ -18,40 +19,40 @@ beforeAll(() => {
 });
 
 // Mock the networking module
-vi.mock("./networking", () => ({
+vi.mock("../../networking", () => ({
   userDailyActivityCall: vi.fn(),
   userDailyActivityAggregatedCall: vi.fn(),
   tagListCall: vi.fn(),
 }));
 
 // Mock child components to simplify testing
-vi.mock("./activity_metrics", () => ({
+vi.mock("../../activity_metrics", () => ({
   ActivityMetrics: () => <div>Activity Metrics</div>,
   processActivityData: () => ({ data: [], metadata: {} }),
 }));
 
-vi.mock("./view_user_spend", () => ({
+vi.mock("../../view_user_spend", () => ({
   default: () => <div>View User Spend</div>,
 }));
 
-vi.mock("./top_key_view", () => ({
+vi.mock("./EntityUsage/TopKeyView", () => ({
   default: () => <div>Top Keys</div>,
 }));
 
-vi.mock("./entity_usage", () => ({
+vi.mock("./EntityUsage/EntityUsage", () => ({
   default: () => <div>Entity Usage</div>,
   EntityList: [],
 }));
 
-vi.mock("./user_agent_activity", () => ({
+vi.mock("../../user_agent_activity", () => ({
   default: () => <div>User Agent Activity</div>,
 }));
 
-vi.mock("./cloudzero_export_modal", () => ({
+vi.mock("../../cloudzero_export_modal", () => ({
   default: () => <div>CloudZero Export Modal</div>,
 }));
 
-vi.mock("./EntityUsageExport", () => ({
+vi.mock("../../EntityUsageExport", () => ({
   default: () => <div>Entity Usage Export Modal</div>,
 }));
 
@@ -63,11 +64,82 @@ vi.mock("@/app/(dashboard)/hooks/agents/useAgents", () => ({
   useAgents: vi.fn(),
 }));
 
+vi.mock("@/app/(dashboard)/hooks/useAuthorized", () => ({
+  __esModule: true,
+  default: vi.fn(),
+}));
+
+vi.mock("antd", async () => {
+  const React = await import("react");
+
+  function Select(props: any) {
+    const { value, onChange, options, ...rest } = props;
+    return React.createElement(
+      "select",
+      {
+        ...rest,
+        value,
+        onChange: (e: any) => onChange?.(e.target.value),
+        role: "combobox",
+      },
+      options?.map((opt: any) => React.createElement("option", { key: opt.value, value: opt.value }, opt.label)),
+    );
+  }
+  (Select as any).displayName = "AntdSelect";
+
+  function Alert(props: any) {
+    const { message, description, type, closable, onClose, ...rest } = props;
+    return React.createElement(
+      "div",
+      { ...rest, "data-testid": "antd-alert", "data-type": type },
+      message && React.createElement("div", null, message),
+      description && React.createElement("div", null, description),
+      closable && React.createElement("button", { onClick: onClose, "aria-label": "Close" }, "×"),
+    );
+  }
+  (Alert as any).displayName = "AntdAlert";
+
+  function Badge(props: any) {
+    const { count, color, children, ...rest } = props;
+    return React.createElement(
+      "div",
+      { ...rest, "data-testid": "antd-badge", "data-color": color },
+      count && React.createElement("span", { "data-testid": "antd-badge-count" }, count),
+      children,
+    );
+  }
+  (Badge as any).displayName = "AntdBadge";
+
+  return { Select, Alert, Badge };
+});
+
+vi.mock("@ant-design/icons", async () => {
+  const React = await import("react");
+
+  function Icon() {
+    return React.createElement("span");
+  }
+
+  return {
+    GlobalOutlined: Icon,
+    BankOutlined: Icon,
+    TeamOutlined: Icon,
+    ShoppingCartOutlined: Icon,
+    TagsOutlined: Icon,
+    RobotOutlined: Icon,
+    LineChartOutlined: Icon,
+    BarChartOutlined: Icon,
+    ClockCircleOutlined: Icon,
+    CalendarOutlined: Icon,
+  };
+});
+
 describe("NewUsage", () => {
   const mockUserDailyActivityAggregatedCall = vi.mocked(networking.userDailyActivityAggregatedCall);
   const mockTagListCall = vi.mocked(networking.tagListCall);
   const mockUseCustomers = vi.mocked(useCustomers);
   const mockUseAgents = vi.mocked(useAgents);
+  const mockUseAuthorized = vi.mocked(useAuthorized);
 
   const mockSpendData = {
     results: [
@@ -233,6 +305,16 @@ describe("NewUsage", () => {
   };
 
   beforeEach(() => {
+    mockUseAuthorized.mockReturnValue({
+      token: "mock-token",
+      accessToken: defaultProps.accessToken,
+      userId: defaultProps.userID,
+      userEmail: "test@example.com",
+      userRole: defaultProps.userRole,
+      premiumUser: defaultProps.premiumUser,
+      disabledPersonalKeyCreation: false,
+      showSSOBanner: false,
+    });
     mockUserDailyActivityAggregatedCall.mockClear();
     mockTagListCall.mockClear();
     mockUserDailyActivityAggregatedCall.mockResolvedValue(mockSpendData);
@@ -284,20 +366,20 @@ describe("NewUsage", () => {
     expect(screen.getByText("Top Virtual Keys")).toBeInTheDocument();
   });
 
-  it("should switch between tabs correctly", async () => {
+  it("should switch between usage views correctly", async () => {
     render(<NewUsagePage {...defaultProps} />);
 
     await waitFor(() => {
       expect(mockUserDailyActivityAggregatedCall).toHaveBeenCalled();
     });
 
-    // Default tab should show Global Usage (for admin)
+    // Default view should show Global Usage (for admin)
     expect(screen.getByText("Daily Spend")).toBeInTheDocument();
 
-    // Switch to Team Usage tab
-    const teamUsageTab = screen.getByText("Team Usage");
+    // Switch to Team Usage view
+    const usageSelect = screen.getByRole("combobox");
     act(() => {
-      fireEvent.click(teamUsageTab);
+      fireEvent.change(usageSelect, { target: { value: "team" } });
     });
 
     // Should render EntityUsage component
@@ -306,10 +388,9 @@ describe("NewUsage", () => {
       expect(entityUsageElements.length).toBeGreaterThan(0);
     });
 
-    // Switch to Tag Usage tab (admin only)
-    const tagUsageTab = screen.getByText("Tag Usage");
+    // Switch to Tag Usage view (admin only)
     act(() => {
-      fireEvent.click(tagUsageTab);
+      fireEvent.change(usageSelect, { target: { value: "tag" } });
     });
 
     // Should still render EntityUsage component for tags
@@ -319,16 +400,16 @@ describe("NewUsage", () => {
     });
   });
 
-  it("should show organization usage banner and tab for admins", async () => {
+  it("should show organization usage banner and view for admins", async () => {
     render(<NewUsagePage {...defaultProps} organizations={mockOrganizations} />);
 
     await waitFor(() => {
       expect(mockUserDailyActivityAggregatedCall).toHaveBeenCalled();
     });
 
-    const organizationTab = screen.getByText("Organization Usage");
+    const usageSelect = screen.getByRole("combobox");
     act(() => {
-      fireEvent.click(organizationTab);
+      fireEvent.change(usageSelect, { target: { value: "organization" } });
     });
 
     await waitFor(() => {
@@ -338,7 +419,7 @@ describe("NewUsage", () => {
     });
   });
 
-  it("should show customer usage tab for admins", async () => {
+  it("should show customer usage view for admins", async () => {
     mockUseCustomers.mockReturnValue({
       data: mockCustomers,
       isLoading: false,
@@ -351,9 +432,9 @@ describe("NewUsage", () => {
       expect(mockUserDailyActivityAggregatedCall).toHaveBeenCalled();
     });
 
-    const customerTab = screen.getByText("Customer Usage");
+    const usageSelect = screen.getByRole("combobox");
     act(() => {
-      fireEvent.click(customerTab);
+      fireEvent.change(usageSelect, { target: { value: "customer" } });
     });
 
     await waitFor(() => {
@@ -362,7 +443,7 @@ describe("NewUsage", () => {
     });
   });
 
-  it("should show agent usage tab for admins", async () => {
+  it("should show agent usage view for admins", async () => {
     mockUseAgents.mockReturnValue({
       data: { agents: mockAgents },
       isLoading: false,
@@ -375,9 +456,9 @@ describe("NewUsage", () => {
       expect(mockUserDailyActivityAggregatedCall).toHaveBeenCalled();
     });
 
-    const agentTab = screen.getByText("Agent Usage");
+    const usageSelect = screen.getByRole("combobox");
     act(() => {
-      fireEvent.click(agentTab);
+      fireEvent.change(usageSelect, { target: { value: "agent" } });
     });
 
     await waitFor(() => {
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
new file mode 100644
index 00000000000..7f4f98cbc51
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
@@ -0,0 +1,914 @@
+/**
+ * New Usage Page
+ *
+ * Uses the new `/user/daily/activity` endpoint to get daily activity data for a user.
+ *
+ * Works at 1m+ spend logs, by querying an aggregate table instead.
+ */
+
+import {
+  BarChart,
+  Card,
+  Col,
+  DateRangePickerValue,
+  DonutChart,
+  Grid,
+  Tab,
+  TabGroup,
+  Table,
+  TableBody,
+  TableCell,
+  TableHead,
+  TableHeaderCell,
+  TableRow,
+  TabList,
+  TabPanel,
+  TabPanels,
+  Text,
+  Title,
+} from "@tremor/react";
+import { Alert, Badge } from "antd";
+import React, { useCallback, useEffect, useMemo, useState } from "react";
+
+import { useAgents } from "@/app/(dashboard)/hooks/agents/useAgents";
+import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
+import { formatNumberWithCommas } from "@/utils/dataUtils";
+import { Button } from "@tremor/react";
+import { all_admin_roles } from "../../../utils/roles";
+import { ActivityMetrics, processActivityData } from "../../activity_metrics";
+import CloudZeroExportModal from "../../cloudzero_export_modal";
+import EntityUsageExportModal from "../../EntityUsageExport";
+import { Team } from "../../key_team_helpers/key_list";
+import { Organization, tagListCall, userDailyActivityAggregatedCall, userDailyActivityCall } from "../../networking";
+import { getProviderLogoAndName } from "../../provider_info_helpers";
+import AdvancedDatePicker from "../../shared/advanced_date_picker";
+import { ChartLoader } from "../../shared/chart_loader";
+import { Tag } from "../../tag_management/types";
+import UserAgentActivity from "../../user_agent_activity";
+import ViewUserSpend from "../../view_user_spend";
+import { DailyData, KeyMetricWithMetadata, MetricWithMetadata } from "../types";
+import { valueFormatterSpend } from "../utils/value_formatters";
+import EntityUsage, { EntityList } from "./EntityUsage/EntityUsage";
+import TopKeyView from "./EntityUsage/TopKeyView";
+import { UsageOption, UsageViewSelect } from "./UsageViewSelect/UsageViewSelect";
+
+interface UsagePageProps {
+  teams: Team[];
+  organizations: Organization[];
+}
+
+const UsagePage: React.FC<UsagePageProps> = ({ teams, organizations }) => {
+  const { accessToken, userRole, userId: userID, premiumUser } = useAuthorized();
+  const [userSpendData, setUserSpendData] = useState<{
+    results: DailyData[];
+    metadata: any;
+  }>({ results: [], metadata: {} });
+
+  // Separate loading states for better UX
+  const [loading, setLoading] = useState(false);
+  const [isDateChanging, setIsDateChanging] = useState(false);
+
+  // Create initial dates outside of state to prevent recreation
+  const initialFromDate = useMemo(() => new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), []);
+  const initialToDate = useMemo(() => new Date(), []);
+
+  // Single date state that directly triggers data fetching
+  const [dateValue, setDateValue] = useState<DateRangePickerValue>({
+    from: initialFromDate,
+    to: initialToDate,
+  });
+
+  const [allTags, setAllTags] = useState<EntityList[]>([]);
+  const { data: customers = [] } = useCustomers(accessToken, userRole);
+  const { data: agentsResponse } = useAgents(accessToken, userRole);
+  const [modelViewType, setModelViewType] = useState<"groups" | "individual">("groups");
+  const [isCloudZeroModalOpen, setIsCloudZeroModalOpen] = useState(false);
+  const [isGlobalExportModalOpen, setIsGlobalExportModalOpen] = useState(false);
+  const [showOrganizationBanner, setShowOrganizationBanner] = useState(true);
+  const [showCustomerBanner, setShowCustomerBanner] = useState(true);
+  const [usageView, setUsageView] = useState<UsageOption>("global");
+  const [showAgentBanner, setShowAgentBanner] = useState(true);
+  const getAllTags = async () => {
+    if (!accessToken) {
+      return;
+    }
+    const tags = await tagListCall(accessToken);
+    setAllTags(
+      Object.values(tags).map((tag: Tag) => ({
+        label: tag.name,
+        value: tag.name,
+      })),
+    );
+  };
+
+  useEffect(() => {
+    getAllTags();
+  }, [accessToken]);
+
+  // Derived states from userSpendData
+  const totalSpend = userSpendData.metadata?.total_spend || 0;
+
+  // Calculate top models from the breakdown data
+  const getTopModels = () => {
+    const modelSpend: { [key: string]: MetricWithMetadata } = {};
+    userSpendData.results.forEach((day) => {
+      Object.entries(day.breakdown.models || {}).forEach(([model, metrics]) => {
+        if (!modelSpend[model]) {
+          modelSpend[model] = {
+            metrics: {
+              spend: 0,
+              prompt_tokens: 0,
+              completion_tokens: 0,
+              total_tokens: 0,
+              api_requests: 0,
+              successful_requests: 0,
+              failed_requests: 0,
+              cache_read_input_tokens: 0,
+              cache_creation_input_tokens: 0,
+            },
+            metadata: {},
+            api_key_breakdown: {},
+          };
+        }
+        modelSpend[model].metrics.spend += metrics.metrics.spend;
+        modelSpend[model].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
+        modelSpend[model].metrics.completion_tokens += metrics.metrics.completion_tokens;
+        modelSpend[model].metrics.total_tokens += metrics.metrics.total_tokens;
+        modelSpend[model].metrics.api_requests += metrics.metrics.api_requests;
+        modelSpend[model].metrics.successful_requests += metrics.metrics.successful_requests || 0;
+        modelSpend[model].metrics.failed_requests += metrics.metrics.failed_requests || 0;
+        modelSpend[model].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
+        modelSpend[model].metrics.cache_creation_input_tokens += metrics.metrics.cache_creation_input_tokens || 0;
+      });
+    });
+
+    return Object.entries(modelSpend)
+      .map(([model, metrics]) => ({
+        key: model,
+        spend: metrics.metrics.spend,
+        requests: metrics.metrics.api_requests,
+        successful_requests: metrics.metrics.successful_requests,
+        failed_requests: metrics.metrics.failed_requests,
+        tokens: metrics.metrics.total_tokens,
+      }))
+      .sort((a, b) => b.spend - a.spend)
+      .slice(0, 5);
+  };
+
+  const getTopModelGroups = () => {
+    const modelGroupSpend: { [key: string]: MetricWithMetadata } = {};
+    userSpendData.results.forEach((day) => {
+      Object.entries(day.breakdown.model_groups || {}).forEach(([modelGroup, metrics]) => {
+        if (!modelGroupSpend[modelGroup]) {
+          modelGroupSpend[modelGroup] = {
+            metrics: {
+              spend: 0,
+              prompt_tokens: 0,
+              completion_tokens: 0,
+              total_tokens: 0,
+              api_requests: 0,
+              successful_requests: 0,
+              failed_requests: 0,
+              cache_read_input_tokens: 0,
+              cache_creation_input_tokens: 0,
+            },
+            metadata: {},
+            api_key_breakdown: {},
+          };
+        }
+        modelGroupSpend[modelGroup].metrics.spend += metrics.metrics.spend;
+        modelGroupSpend[modelGroup].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
+        modelGroupSpend[modelGroup].metrics.completion_tokens += metrics.metrics.completion_tokens;
+        modelGroupSpend[modelGroup].metrics.total_tokens += metrics.metrics.total_tokens;
+        modelGroupSpend[modelGroup].metrics.api_requests += metrics.metrics.api_requests;
+        modelGroupSpend[modelGroup].metrics.successful_requests += metrics.metrics.successful_requests || 0;
+        modelGroupSpend[modelGroup].metrics.failed_requests += metrics.metrics.failed_requests || 0;
+        modelGroupSpend[modelGroup].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
+        modelGroupSpend[modelGroup].metrics.cache_creation_input_tokens +=
+          metrics.metrics.cache_creation_input_tokens || 0;
+      });
+    });
+
+    return Object.entries(modelGroupSpend)
+      .map(([modelGroup, metrics]) => ({
+        key: modelGroup,
+        spend: metrics.metrics.spend,
+        requests: metrics.metrics.api_requests,
+        successful_requests: metrics.metrics.successful_requests,
+        failed_requests: metrics.metrics.failed_requests,
+        tokens: metrics.metrics.total_tokens,
+      }))
+      .sort((a, b) => b.spend - a.spend)
+      .slice(0, 5);
+  };
+
+  // Calculate provider spend from the breakdown data
+  const getProviderSpend = () => {
+    const providerSpend: { [key: string]: MetricWithMetadata } = {};
+    userSpendData.results.forEach((day) => {
+      Object.entries(day.breakdown.providers || {}).forEach(([provider, metrics]) => {
+        if (!providerSpend[provider]) {
+          providerSpend[provider] = {
+            metrics: {
+              spend: 0,
+              prompt_tokens: 0,
+              completion_tokens: 0,
+              total_tokens: 0,
+              api_requests: 0,
+              successful_requests: 0,
+              failed_requests: 0,
+              cache_read_input_tokens: 0,
+              cache_creation_input_tokens: 0,
+            },
+            metadata: {},
+            api_key_breakdown: {},
+          };
+        }
+        providerSpend[provider].metrics.spend += metrics.metrics.spend;
+        providerSpend[provider].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
+        providerSpend[provider].metrics.completion_tokens += metrics.metrics.completion_tokens;
+        providerSpend[provider].metrics.total_tokens += metrics.metrics.total_tokens;
+        providerSpend[provider].metrics.api_requests += metrics.metrics.api_requests;
+        providerSpend[provider].metrics.successful_requests += metrics.metrics.successful_requests || 0;
+        providerSpend[provider].metrics.failed_requests += metrics.metrics.failed_requests || 0;
+        providerSpend[provider].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
+        providerSpend[provider].metrics.cache_creation_input_tokens += metrics.metrics.cache_creation_input_tokens || 0;
+      });
+    });
+
+    return Object.entries(providerSpend).map(([provider, metrics]) => ({
+      provider,
+      spend: metrics.metrics.spend,
+      requests: metrics.metrics.api_requests,
+      successful_requests: metrics.metrics.successful_requests,
+      failed_requests: metrics.metrics.failed_requests,
+      tokens: metrics.metrics.total_tokens,
+    }));
+  };
+
+  // Calculate top API keys from the breakdown data
+  const getTopKeys = () => {
+    const keySpend: { [key: string]: KeyMetricWithMetadata } = {};
+    userSpendData.results.forEach((day) => {
+      Object.entries(day.breakdown.api_keys || {}).forEach(([key, metrics]) => {
+        if (!keySpend[key]) {
+          keySpend[key] = {
+            metrics: {
+              spend: 0,
+              prompt_tokens: 0,
+              completion_tokens: 0,
+              total_tokens: 0,
+              api_requests: 0,
+              successful_requests: 0,
+              failed_requests: 0,
+              cache_read_input_tokens: 0,
+              cache_creation_input_tokens: 0,
+            },
+            metadata: {
+              key_alias: metrics.metadata.key_alias,
+              team_id: null,
+              tags: metrics.metadata.tags || [], // This gets key-level tags
+            },
+          };
+        }
+        keySpend[key].metrics.spend += metrics.metrics.spend;
+        keySpend[key].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
+        keySpend[key].metrics.completion_tokens += metrics.metrics.completion_tokens;
+        keySpend[key].metrics.total_tokens += metrics.metrics.total_tokens;
+        keySpend[key].metrics.api_requests += metrics.metrics.api_requests;
+        keySpend[key].metrics.successful_requests += metrics.metrics.successful_requests;
+        keySpend[key].metrics.failed_requests += metrics.metrics.failed_requests;
+        keySpend[key].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
+        keySpend[key].metrics.cache_creation_input_tokens += metrics.metrics.cache_creation_input_tokens || 0;
+      });
+    });
+
+    console.log("debugTags", { keySpend, userSpendData });
+
+    return Object.entries(keySpend)
+      .map(([api_key, metrics]) => ({
+        api_key,
+        key_alias: metrics.metadata.key_alias || "-", // Using truncated key as alias
+        tags: metrics.metadata.tags || [], // This will show key-level tags
+        spend: metrics.metrics.spend,
+      }))
+      .sort((a, b) => b.spend - a.spend)
+      .slice(0, 5);
+  };
+
+  const fetchUserSpendData = useCallback(async () => {
+    if (!accessToken || !dateValue.from || !dateValue.to) return;
+
+    setLoading(true);
+
+    // Create new Date objects to avoid mutating the original dates
+    const startTime = new Date(dateValue.from);
+    const endTime = new Date(dateValue.to);
+
+    try {
+      // Prefer aggregated endpoint to avoid many page requests
+      try {
+        const aggregated = await userDailyActivityAggregatedCall(accessToken, startTime, endTime);
+        setUserSpendData(aggregated);
+        return;
+      } catch (e) {
+        // Fallback to paginated calls if aggregated endpoint is unavailable
+      }
+
+      const firstPageData = await userDailyActivityCall(accessToken, startTime, endTime);
+
+      if (firstPageData.metadata.total_pages <= 1) {
+        setUserSpendData(firstPageData);
+        return;
+      }
+
+      const allResults = [...firstPageData.results];
+      const aggregatedMetadata = { ...firstPageData.metadata };
+
+      for (let page = 2; page <= firstPageData.metadata.total_pages; page++) {
+        const pageData = await userDailyActivityCall(accessToken, startTime, endTime, page);
+        allResults.push(...pageData.results);
+        if (pageData.metadata) {
+          aggregatedMetadata.total_spend += pageData.metadata.total_spend || 0;
+          aggregatedMetadata.total_api_requests += pageData.metadata.total_api_requests || 0;
+          aggregatedMetadata.total_successful_requests += pageData.metadata.total_successful_requests || 0;
+          aggregatedMetadata.total_failed_requests += pageData.metadata.total_failed_requests || 0;
+          aggregatedMetadata.total_tokens += pageData.metadata.total_tokens || 0;
+        }
+      }
+
+      setUserSpendData({
+        results: allResults,
+        metadata: aggregatedMetadata,
+      });
+    } catch (error) {
+      console.error("Error fetching user spend data:", error);
+    } finally {
+      setLoading(false);
+      setIsDateChanging(false);
+    }
+  }, [accessToken, dateValue.from, dateValue.to]);
+
+  // Super responsive date change handler
+  const handleDateChange = useCallback((newValue: DateRangePickerValue) => {
+    // Instant visual feedback
+    setIsDateChanging(true);
+    setLoading(true);
+
+    // Update date immediately for UI responsiveness
+    setDateValue(newValue);
+  }, []);
+
+  // Debounced effect for data fetching with shorter delay
+  useEffect(() => {
+    if (!dateValue.from || !dateValue.to) return;
+
+    const timeoutId = setTimeout(() => {
+      fetchUserSpendData();
+    }, 50); // Very short debounce
+
+    return () => clearTimeout(timeoutId);
+  }, [fetchUserSpendData]);
+
+  const modelMetrics = processActivityData(userSpendData, "models");
+  const keyMetrics = processActivityData(userSpendData, "api_keys");
+  const mcpServerMetrics = processActivityData(userSpendData, "mcp_servers");
+
+  return (
+    <div style={{ width: "100%" }} className="p-8 relative">
+      {/* Export Data Button - Positioned in top right corner */}
+      {/* {all_admin_roles.includes(userRole || "") && (
+        <div className="absolute top-4 right-4 z-10">
+          <button
+            onClick={() => setIsCloudZeroModalOpen(true)}
+            className="bg-indigo-600 hover:bg-indigo-700 text-white px-4 py-2 rounded-full flex items-center gap-2 shadow-lg transition-colors duration-200 text-sm font-medium"
+          >
+            <svg 
+              className="w-4 h-4" 
+              fill="none" 
+              stroke="currentColor" 
+              viewBox="0 0 24 24"
+              strokeWidth={2}
+            >
+              <path 
+                strokeLinecap="round" 
+                strokeLinejoin="round" 
+                d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-4l-4 4m0 0l-4-4m4 4V4" 
+              />
+            </svg>
+            Export Data
+            <svg 
+              className="w-3 h-3" 
+              fill="none" 
+              stroke="currentColor" 
+              viewBox="0 0 24 24"
+              strokeWidth={2}
+            >
+              <path 
+                strokeLinecap="round" 
+                strokeLinejoin="round" 
+                d="M19 9l-7 7-7-7" 
+              />
+            </svg>
+          </button>
+        </div>
+      )} */}
+
+      {/* Global Date Picker and Tabs - Single Row */}
+      <div className="flex items-end justify-between gap-6 mb-6">
+        <div className="flex-1">
+          <div className="flex items-end justify-between gap-6 mb-4 w-full">
+            <Badge color="blue" count="New">
+              <UsageViewSelect
+                value={usageView}
+                onChange={(value) => setUsageView(value)}
+                isAdmin={all_admin_roles.includes(userRole || "")}
+              />
+            </Badge>
+            <AdvancedDatePicker value={dateValue} onValueChange={handleDateChange} />
+          </div>
+          {/* Your Usage Panel */}
+          {usageView === "global" && (
+            <TabGroup>
+              <div className="flex justify-between items-center">
+                <TabList variant="solid" className="mt-1">
+                  <Tab>Cost</Tab>
+                  <Tab>Model Activity</Tab>
+                  <Tab>Key Activity</Tab>
+                  <Tab>MCP Server Activity</Tab>
+                </TabList>
+                <Button
+                  onClick={() => setIsGlobalExportModalOpen(true)}
+                  icon={() => (
+                    <svg className="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
+                      <path
+                        strokeLinecap="round"
+                        strokeLinejoin="round"
+                        strokeWidth={2}
+                        d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-4l-4 4m0 0l-4-4m4 4V4"
+                      />
+                    </svg>
+                  )}
+                >
+                  Export Data
+                </Button>
+              </div>
+              <TabPanels>
+                {/* Cost Panel */}
+                <TabPanel>
+                  <Grid numItems={2} className="gap-2 w-full">
+                    {/* Total Spend Card */}
+                    <Col numColSpan={2}>
+                      <Text className="text-tremor-default text-tremor-content dark:text-dark-tremor-content mb-2 mt-2 text-lg">
+                        Project Spend{" "}
+                        {dateValue.from && dateValue.to && (
+                          <>
+                            {dateValue.from.toLocaleDateString("en-US", {
+                              month: "short",
+                              day: "numeric",
+                              year: dateValue.from.getFullYear() !== dateValue.to.getFullYear() ? "numeric" : undefined,
+                            })}
+                            {" - "}
+                            {dateValue.to.toLocaleDateString("en-US", {
+                              month: "short",
+                              day: "numeric",
+                              year: "numeric",
+                            })}
+                          </>
+                        )}
+                      </Text>
+
+                      <ViewUserSpend userSpend={totalSpend} selectedTeam={null} userMaxBudget={null} />
+                    </Col>
+
+                    <Col numColSpan={2}>
+                      <Card>
+                        <Title>Usage Metrics</Title>
+                        <Grid numItems={5} className="gap-4 mt-4">
+                          <Card>
+                            <Title>Total Requests</Title>
+                            <Text className="text-2xl font-bold mt-2">
+                              {userSpendData.metadata?.total_api_requests?.toLocaleString() || 0}
+                            </Text>
+                          </Card>
+                          <Card>
+                            <Title>Successful Requests</Title>
+                            <Text className="text-2xl font-bold mt-2 text-green-600">
+                              {userSpendData.metadata?.total_successful_requests?.toLocaleString() || 0}
+                            </Text>
+                          </Card>
+                          <Card>
+                            <Title>Failed Requests</Title>
+                            <Text className="text-2xl font-bold mt-2 text-red-600">
+                              {userSpendData.metadata?.total_failed_requests?.toLocaleString() || 0}
+                            </Text>
+                          </Card>
+                          <Card>
+                            <Title>Total Tokens</Title>
+                            <Text className="text-2xl font-bold mt-2">
+                              {userSpendData.metadata?.total_tokens?.toLocaleString() || 0}
+                            </Text>
+                          </Card>
+                          <Card>
+                            <Title>Average Cost per Request</Title>
+                            <Text className="text-2xl font-bold mt-2">
+                              $
+                              {formatNumberWithCommas(
+                                (totalSpend || 0) / (userSpendData.metadata?.total_api_requests || 1),
+                                4,
+                              )}
+                            </Text>
+                          </Card>
+                        </Grid>
+                      </Card>
+                    </Col>
+
+                    {/* Daily Spend Chart */}
+                    <Col numColSpan={2}>
+                      <Card>
+                        <Title>Daily Spend</Title>
+                        {loading ? (
+                          <ChartLoader isDateChanging={isDateChanging} />
+                        ) : (
+                          <BarChart
+                            data={[...userSpendData.results].sort(
+                              (a, b) => new Date(a.date).getTime() - new Date(b.date).getTime(),
+                            )}
+                            index="date"
+                            categories={["metrics.spend"]}
+                            colors={["cyan"]}
+                            valueFormatter={valueFormatterSpend}
+                            yAxisWidth={100}
+                            showLegend={false}
+                            customTooltip={({ payload, active }) => {
+                              if (!active || !payload?.[0]) return null;
+                              const data = payload[0].payload;
+                              return (
+                                <div className="bg-white p-4 shadow-lg rounded-lg border">
+                                  <p className="font-bold">{data.date}</p>
+                                  <p className="text-cyan-500">
+                                    Spend: ${formatNumberWithCommas(data.metrics.spend, 2)}
+                                  </p>
+                                  <p className="text-gray-600">Requests: {data.metrics.api_requests}</p>
+                                  <p className="text-gray-600">Successful: {data.metrics.successful_requests}</p>
+                                  <p className="text-gray-600">Failed: {data.metrics.failed_requests}</p>
+                                  <p className="text-gray-600">Tokens: {data.metrics.total_tokens}</p>
+                                </div>
+                              );
+                            }}
+                          />
+                        )}
+                      </Card>
+                    </Col>
+                    {/* Top API Keys */}
+                    <Col numColSpan={1}>
+                      <Card className="h-full">
+                        <Title>Top Virtual Keys</Title>
+                        <TopKeyView topKeys={getTopKeys()} teams={null} />
+                      </Card>
+                    </Col>
+
+                    {/* Top Models */}
+                    <Col numColSpan={1}>
+                      <Card className="h-full">
+                        <div className="flex justify-between items-center mb-4">
+                          <Title>{modelViewType === "groups" ? "Top Public Model Names" : "Top Litellm Models"}</Title>
+                          <div className="flex bg-gray-100 rounded-lg p-1">
+                            <button
+                              className={`px-3 py-1 text-sm rounded-md transition-colors ${
+                                modelViewType === "groups"
+                                  ? "bg-white shadow-sm text-gray-900"
+                                  : "text-gray-600 hover:text-gray-900"
+                              }`}
+                              onClick={() => setModelViewType("groups")}
+                            >
+                              Public Model Name
+                            </button>
+                            <button
+                              className={`px-3 py-1 text-sm rounded-md transition-colors ${
+                                modelViewType === "individual"
+                                  ? "bg-white shadow-sm text-gray-900"
+                                  : "text-gray-600 hover:text-gray-900"
+                              }`}
+                              onClick={() => setModelViewType("individual")}
+                            >
+                              Litellm Model Name
+                            </button>
+                          </div>
+                        </div>
+                        {loading ? (
+                          <ChartLoader isDateChanging={isDateChanging} />
+                        ) : (
+                          <BarChart
+                            className="mt-4 h-40"
+                            data={modelViewType === "groups" ? getTopModelGroups() : getTopModels()}
+                            index="key"
+                            categories={["spend"]}
+                            colors={["cyan"]}
+                            valueFormatter={valueFormatterSpend}
+                            layout="vertical"
+                            yAxisWidth={200}
+                            showLegend={false}
+                            customTooltip={({ payload, active }) => {
+                              if (!active || !payload?.[0]) return null;
+                              const data = payload[0].payload;
+                              return (
+                                <div className="bg-white p-4 shadow-lg rounded-lg border">
+                                  <p className="font-bold">{data.key}</p>
+                                  <p className="text-cyan-500">Spend: ${formatNumberWithCommas(data.spend, 2)}</p>
+                                  <p className="text-gray-600">Total Requests: {data.requests.toLocaleString()}</p>
+                                  <p className="text-green-600">
+                                    Successful: {data.successful_requests.toLocaleString()}
+                                  </p>
+                                  <p className="text-red-600">Failed: {data.failed_requests.toLocaleString()}</p>
+                                  <p className="text-gray-600">Tokens: {data.tokens.toLocaleString()}</p>
+                                </div>
+                              );
+                            }}
+                          />
+                        )}
+                      </Card>
+                    </Col>
+
+                    {/* Spend by Provider */}
+                    <Col numColSpan={2}>
+                      <Card className="h-full">
+                        <div className="flex justify-between items-center mb-4">
+                          <Title>Spend by Provider</Title>
+                        </div>
+                        {loading ? (
+                          <ChartLoader isDateChanging={isDateChanging} />
+                        ) : (
+                          <Grid numItems={2}>
+                            <Col numColSpan={1}>
+                              <DonutChart
+                                className="mt-4 h-40"
+                                data={getProviderSpend()}
+                                index="provider"
+                                category="spend"
+                                valueFormatter={(value) => `$${formatNumberWithCommas(value, 2)}`}
+                                colors={["cyan"]}
+                              />
+                            </Col>
+                            <Col numColSpan={1}>
+                              <Table>
+                                <TableHead>
+                                  <TableRow>
+                                    <TableHeaderCell>Provider</TableHeaderCell>
+                                    <TableHeaderCell>Spend</TableHeaderCell>
+                                    <TableHeaderCell className="text-green-600">Successful</TableHeaderCell>
+                                    <TableHeaderCell className="text-red-600">Failed</TableHeaderCell>
+                                    <TableHeaderCell>Tokens</TableHeaderCell>
+                                  </TableRow>
+                                </TableHead>
+                                <TableBody>
+                                  {getProviderSpend()
+                                    .filter((provider) => provider.spend > 0)
+                                    .map((provider) => (
+                                      <TableRow key={provider.provider}>
+                                        <TableCell>
+                                          <div className="flex items-center space-x-2">
+                                            {provider.provider && (
+                                              <img
+                                                src={getProviderLogoAndName(provider.provider).logo}
+                                                alt={`${provider.provider} logo`}
+                                                className="w-4 h-4"
+                                                onError={(e) => {
+                                                  const target = e.target as HTMLImageElement;
+                                                  const parent = target.parentElement;
+                                                  if (parent) {
+                                                    const fallbackDiv = document.createElement("div");
+                                                    fallbackDiv.className =
+                                                      "w-4 h-4 rounded-full bg-gray-200 flex items-center justify-center text-xs";
+                                                    fallbackDiv.textContent = provider.provider?.charAt(0) || "-";
+                                                    parent.replaceChild(fallbackDiv, target);
+                                                  }
+                                                }}
+                                              />
+                                            )}
+                                            <span>{provider.provider}</span>
+                                          </div>
+                                        </TableCell>
+                                        <TableCell>${formatNumberWithCommas(provider.spend, 2)}</TableCell>
+                                        <TableCell className="text-green-600">
+                                          {provider.successful_requests.toLocaleString()}
+                                        </TableCell>
+                                        <TableCell className="text-red-600">
+                                          {provider.failed_requests.toLocaleString()}
+                                        </TableCell>
+                                        <TableCell>{provider.tokens.toLocaleString()}</TableCell>
+                                      </TableRow>
+                                    ))}
+                                </TableBody>
+                              </Table>
+                            </Col>
+                          </Grid>
+                        )}
+                      </Card>
+                    </Col>
+
+                    {/* Usage Metrics */}
+                  </Grid>
+                </TabPanel>
+
+                {/* Activity Panel */}
+                <TabPanel>
+                  <ActivityMetrics modelMetrics={modelMetrics} />
+                </TabPanel>
+                <TabPanel>
+                  <ActivityMetrics modelMetrics={keyMetrics} />
+                </TabPanel>
+                <TabPanel>
+                  <ActivityMetrics modelMetrics={mcpServerMetrics} />
+                </TabPanel>
+              </TabPanels>
+            </TabGroup>
+          )}
+          {/* Organization Usage Panel */}
+
+          {usageView === "organization" && (
+            <>
+              {showOrganizationBanner && (
+                <Alert
+                  banner
+                  type="info"
+                  message="Organization usage is a new feature."
+                  description="Spend is tracked from feature launch and previous data isn't backfilled, so only future usage appears here."
+                  closable
+                  onClose={() => setShowOrganizationBanner(false)}
+                  className="mb-5"
+                />
+              )}
+              <EntityUsage
+                accessToken={accessToken}
+                entityType="organization"
+                userID={userID}
+                userRole={userRole}
+                dateValue={dateValue}
+                entityList={
+                  organizations?.map((organization) => ({
+                    label: organization.organization_alias,
+                    value: organization.organization_id,
+                  })) || null
+                }
+                premiumUser={premiumUser}
+              />
+            </>
+          )}
+
+          {/* Team Usage Panel */}
+          {usageView === "team" && (
+            <EntityUsage
+              accessToken={accessToken}
+              entityType="team"
+              userID={userID}
+              userRole={userRole}
+              entityList={
+                teams?.map((team) => ({
+                  label: team.team_alias,
+                  value: team.team_id,
+                })) || null
+              }
+              premiumUser={premiumUser}
+              dateValue={dateValue}
+            />
+          )}
+
+          {/* Customer Usage Panel */}
+          {usageView === "customer" && (
+            <>
+              {showCustomerBanner && (
+                <Alert
+                  banner
+                  type="info"
+                  message="Customer usage is a new feature."
+                  description="Spend is tracked from feature launch and previous data isn't backfilled, so only future usage appears here."
+                  closable
+                  onClose={() => setShowCustomerBanner(false)}
+                  className="mb-5"
+                />
+              )}
+              <EntityUsage
+                accessToken={accessToken}
+                entityType="customer"
+                userID={userID}
+                userRole={userRole}
+                entityList={
+                  customers?.map((customer) => ({
+                    label: customer.alias || customer.user_id,
+                    value: customer.user_id,
+                  })) || null
+                }
+                premiumUser={premiumUser}
+                dateValue={dateValue}
+              />
+            </>
+          )}
+          {/* Tag Usage Panel */}
+          {usageView === "tag" && (
+            <EntityUsage
+              accessToken={accessToken}
+              entityType="tag"
+              userID={userID}
+              userRole={userRole}
+              entityList={allTags}
+              premiumUser={premiumUser}
+              dateValue={dateValue}
+            />
+          )}
+          {usageView === "agent" && (
+            <>
+              {showAgentBanner && (
+                <Alert
+                  banner
+                  type="info"
+                  message="Agent usage (A2A) is a new feature."
+                  description="Spend is tracked from feature launch and previous data isn't backfilled, so only future usage appears here."
+                  closable
+                  onClose={() => setShowAgentBanner(false)}
+                  className="mb-5"
+                />
+              )}
+              <EntityUsage
+                accessToken={accessToken}
+                entityType="agent"
+                userID={userID}
+                userRole={userRole}
+                entityList={
+                  agentsResponse?.agents?.map((agent) => ({ label: agent.agent_name, value: agent.agent_id })) || null
+                }
+                premiumUser={premiumUser}
+                dateValue={dateValue}
+              />{" "}
+            </>
+          )}
+          {/* User Agent Activity Panel */}
+          {usageView === "user-agent-activity" && (
+            <UserAgentActivity accessToken={accessToken} userRole={userRole} dateValue={dateValue} />
+          )}
+        </div>
+      </div>
+
+      {/* CloudZero Export Modal */}
+      <CloudZeroExportModal
+        isOpen={isCloudZeroModalOpen}
+        onClose={() => setIsCloudZeroModalOpen(false)}
+        accessToken={accessToken}
+      />
+
+      {/* Global Usage Export Modal */}
+      <EntityUsageExportModal
+        isOpen={isGlobalExportModalOpen}
+        onClose={() => setIsGlobalExportModalOpen(false)}
+        entityType="team"
+        spendData={{
+          results: userSpendData.results,
+          metadata: userSpendData.metadata,
+        }}
+        dateRange={dateValue}
+        selectedFilters={[]}
+        customTitle="Export Usage Data"
+      />
+    </div>
+  );
+};
+
+// Add this helper function to process model-specific activity data
+const getModelActivityData = (userSpendData: { results: DailyData[]; metadata: any }) => {
+  const modelData: {
+    [key: string]: {
+      total_requests: number;
+      total_tokens: number;
+      daily_data: Array<{
+        date: string;
+        api_requests: number;
+        total_tokens: number;
+      }>;
+    };
+  } = {};
+
+  userSpendData.results.forEach((day: DailyData) => {
+    Object.entries(day.breakdown.models || {}).forEach(([model, metrics]) => {
+      if (!modelData[model]) {
+        modelData[model] = {
+          total_requests: 0,
+          total_tokens: 0,
+          daily_data: [],
+        };
+      }
+
+      modelData[model].total_requests += metrics.metrics.api_requests;
+      modelData[model].total_tokens += metrics.metrics.total_tokens;
+      modelData[model].daily_data.push({
+        date: day.date,
+        api_requests: metrics.metrics.api_requests,
+        total_tokens: metrics.metrics.total_tokens,
+      });
+    });
+  });
+
+  return modelData;
+};
+
+export default UsagePage;
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.test.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.test.tsx
new file mode 100644
index 00000000000..ed837cf038c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.test.tsx
@@ -0,0 +1,121 @@
+import { act, fireEvent, render, screen } from "@testing-library/react";
+import { beforeEach, describe, expect, it, vi } from "vitest";
+import { UsageViewSelect } from "./UsageViewSelect";
+
+vi.mock("antd", async () => {
+  const React = await import("react");
+
+  function Select(props: any) {
+    const { value, onChange, options, optionRender, labelRender, ...rest } = props;
+    const selectedOption = options?.find((opt: any) => opt.value === value);
+    const renderedLabel = labelRender ? labelRender({ value, label: selectedOption?.label }) : selectedOption?.label;
+
+    const optionElements = options?.map((opt: any) => {
+      const rendered = optionRender ? optionRender({ value: opt.value, label: opt.label }) : opt.label;
+      return React.createElement("option", { key: opt.value, value: opt.value }, opt.label);
+    });
+
+    const optionRenderOutputs = options
+      ?.map((opt: any) => {
+        if (optionRender) {
+          const rendered = optionRender({ value: opt.value, label: opt.label });
+          return React.createElement(
+            "div",
+            {
+              key: `option-render-${opt.value}`,
+              "data-testid": `option-render-${opt.value}`,
+              style: { display: "none" },
+            },
+            rendered,
+          );
+        }
+        return null;
+      })
+      .filter(Boolean);
+
+    return React.createElement(
+      React.Fragment,
+      null,
+      React.createElement(
+        "select",
+        {
+          ...rest,
+          value,
+          onChange: (e: any) => onChange?.(e.target.value),
+          role: "combobox",
+        },
+        optionElements,
+      ),
+      ...(optionRenderOutputs || []),
+    );
+  }
+  (Select as any).displayName = "AntdSelect";
+
+  function Badge(props: any) {
+    const { count, color, children, ...rest } = props;
+    return React.createElement(
+      "span",
+      { ...rest, "data-testid": "antd-badge", "data-color": color },
+      count && React.createElement("span", { "data-testid": "antd-badge-count" }, count),
+      children,
+    );
+  }
+  (Badge as any).displayName = "AntdBadge";
+
+  return { Select, Badge };
+});
+
+vi.mock("@ant-design/icons", async () => {
+  const React = await import("react");
+
+  function Icon(props: any) {
+    return React.createElement("span", { "data-testid": "antd-icon" });
+  }
+
+  return {
+    GlobalOutlined: Icon,
+    BankOutlined: Icon,
+    TeamOutlined: Icon,
+    ShoppingCartOutlined: Icon,
+    TagsOutlined: Icon,
+    RobotOutlined: Icon,
+    LineChartOutlined: Icon,
+    BarChartOutlined: Icon,
+  };
+});
+
+describe("UsageViewSelect", () => {
+  const mockOnChange = vi.fn();
+
+  beforeEach(() => {
+    mockOnChange.mockClear();
+  });
+
+  it("should render", () => {
+    render(<UsageViewSelect value="global" onChange={mockOnChange} isAdmin={false} />);
+
+    expect(screen.getByText("Usage View")).toBeInTheDocument();
+    expect(screen.getByText("Select the usage data you want to view")).toBeInTheDocument();
+    expect(screen.getByRole("combobox")).toBeInTheDocument();
+  });
+
+  it("should call onChange when value changes", () => {
+    render(<UsageViewSelect value="global" onChange={mockOnChange} isAdmin={true} />);
+
+    const select = screen.getByRole("combobox");
+    act(() => {
+      fireEvent.change(select, { target: { value: "team" } });
+    });
+
+    expect(mockOnChange).toHaveBeenCalledWith("team");
+  });
+
+  it("should render badge when option has badgeText", () => {
+    render(<UsageViewSelect value="agent" onChange={mockOnChange} isAdmin={true} />);
+
+    const badge = screen.getByTestId("antd-badge");
+    expect(badge).toBeInTheDocument();
+    expect(badge).toHaveAttribute("data-color", "blue");
+    expect(screen.getByTestId("antd-badge-count")).toHaveTextContent("New");
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.tsx
new file mode 100644
index 00000000000..6b8347b6fbd
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/UsageViewSelect/UsageViewSelect.tsx
@@ -0,0 +1,179 @@
+import {
+  BankOutlined,
+  BarChartOutlined,
+  GlobalOutlined,
+  LineChartOutlined,
+  RobotOutlined,
+  ShoppingCartOutlined,
+  TagsOutlined,
+  TeamOutlined,
+} from "@ant-design/icons";
+import { Badge, Select } from "antd";
+import React from "react";
+export type UsageOption = "global" | "organization" | "team" | "customer" | "tag" | "agent" | "user-agent-activity";
+export interface UsageViewSelectProps {
+  value: UsageOption;
+  onChange: (value: UsageOption) => void;
+  isAdmin: boolean;
+  title?: string;
+  description?: string;
+  "data-id"?: string;
+}
+interface OptionConfig {
+  value: UsageOption;
+  label: string;
+  description: string;
+  icon: React.ReactNode;
+  adminOnly?: boolean;
+  showForAdmin?: string;
+  showForNonAdmin?: string;
+  descriptionForAdmin?: string;
+  descriptionForNonAdmin?: string;
+  badgeText?: string;
+}
+const OPTIONS: OptionConfig[] = [
+  {
+    value: "global",
+    label: "Global Usage",
+    showForAdmin: "Global Usage",
+    showForNonAdmin: "Your Usage",
+    description: "View usage across all resources",
+    descriptionForAdmin: "View usage across all resources",
+    descriptionForNonAdmin: "View your usage",
+    icon: <GlobalOutlined style={{ fontSize: "16px" }} />,
+  },
+  {
+    value: "organization",
+    label: "Organization Usage",
+    showForAdmin: "Organization Usage",
+    showForNonAdmin: "Your Organization Usage",
+    description: "View organization-level usage",
+    descriptionForAdmin: "View usage across all organizations",
+    descriptionForNonAdmin: "View your organization's usage",
+    icon: <BankOutlined style={{ fontSize: "16px" }} />,
+  },
+  {
+    value: "team",
+    label: "Team Usage",
+    description: "View usage by team",
+    icon: <TeamOutlined style={{ fontSize: "16px" }} />,
+  },
+  {
+    value: "customer",
+    label: "Customer Usage",
+    description: "View usage by customer accounts",
+    icon: <ShoppingCartOutlined style={{ fontSize: "16px" }} />,
+    adminOnly: true,
+  },
+  {
+    value: "tag",
+    label: "Tag Usage",
+    description: "View usage grouped by tags",
+    icon: <TagsOutlined style={{ fontSize: "16px" }} />,
+    adminOnly: true,
+  },
+  {
+    value: "agent",
+    label: "Agent Usage (A2A)",
+    description: "View usage by AI agents",
+    icon: <RobotOutlined style={{ fontSize: "16px" }} />,
+    adminOnly: true,
+    badgeText: "New",
+  },
+  {
+    value: "user-agent-activity",
+    label: "User Agent Activity",
+    description: "View detailed user agent activity logs",
+    icon: <LineChartOutlined style={{ fontSize: "16px" }} />,
+    adminOnly: true,
+  },
+];
+export const UsageViewSelect: React.FC<UsageViewSelectProps> = ({
+  value,
+  onChange,
+  isAdmin,
+  title = "Usage View",
+  description = "Select the usage data you want to view",
+  "data-id": dataId,
+}) => {
+  const getFilteredOptions = () => {
+    return OPTIONS.filter((option) => {
+      if (option.adminOnly && !isAdmin) {
+        return false;
+      }
+      return true;
+    }).map((option) => {
+      let label = option.label;
+      let desc = option.description;
+      if (option.showForAdmin && option.showForNonAdmin) {
+        label = isAdmin ? option.showForAdmin : option.showForNonAdmin;
+      }
+      if (option.descriptionForAdmin && option.descriptionForNonAdmin) {
+        desc = isAdmin ? option.descriptionForAdmin : option.descriptionForNonAdmin;
+      }
+      return {
+        value: option.value,
+        label,
+        description: desc,
+        icon: option.icon,
+        badgeText: option.badgeText,
+      };
+    });
+  };
+  const filteredOptions = getFilteredOptions();
+  return (
+    <div className="w-full" data-id={dataId}>
+      <div className="flex flex-wrap items-center justify-start gap-4">
+        <div className="flex items-stretch gap-2 min-w-0">
+          <div className="flex-shrink-0 flex items-center">
+            <BarChartOutlined style={{ fontSize: "32px" }} />
+          </div>
+          <div className="flex-1 min-w-0">
+            <h3 className="text-sm font-semibold text-gray-900 mb-0.5 leading-tight">{title}</h3>
+            <p className="text-xs text-gray-600 leading-tight">{description}</p>
+          </div>
+        </div>
+        <div className="flex-shrink-0">
+          <Select
+            value={value}
+            onChange={onChange}
+            className="w-54 sm:w-64 md:w-72"
+            size="large"
+            options={filteredOptions.map((opt) => ({
+              value: opt.value,
+              label: opt.label,
+            }))}
+            optionRender={(option) => {
+              const opt = filteredOptions.find((o) => o.value === option.value);
+              if (!opt) return option.label;
+              return (
+                <div className="flex items-center gap-2 py-1">
+                  <div className="flex-shrink-0 mt-0.5">{opt.icon}</div>
+                  <div className="flex-1 min-w-0">
+                    <div className="text-sm font-medium text-gray-900">{opt.label}</div>
+                    <div className="text-xs text-gray-600 mt-0.5">{opt.description}</div>
+                  </div>
+                  {opt.badgeText && (
+                    <div className="items-center">
+                      <Badge color="blue" count={opt.badgeText} />
+                    </div>
+                  )}
+                </div>
+              );
+            }}
+            labelRender={(props) => {
+              const opt = filteredOptions.find((o) => o.value === props.value);
+              if (!opt) return props.label;
+              return (
+                <div className="flex items-center gap-2">
+                  <div>{opt.icon}</div>
+                  <span className="text-sm">{opt.label}</span>
+                </div>
+              );
+            }}
+          />
+        </div>
+      </div>
+    </div>
+  );
+};
diff --git a/ui/litellm-dashboard/src/components/usage/types.ts b/ui/litellm-dashboard/src/components/UsagePage/types.ts
similarity index 100%
rename from ui/litellm-dashboard/src/components/usage/types.ts
rename to ui/litellm-dashboard/src/components/UsagePage/types.ts
diff --git a/ui/litellm-dashboard/src/components/usage/utils/value_formatters.tsx b/ui/litellm-dashboard/src/components/UsagePage/utils/value_formatters.tsx
similarity index 100%
rename from ui/litellm-dashboard/src/components/usage/utils/value_formatters.tsx
rename to ui/litellm-dashboard/src/components/UsagePage/utils/value_formatters.tsx
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.test.tsx b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
new file mode 100644
index 00000000000..85bcabcfda3
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/activity_metrics.test.tsx
@@ -0,0 +1,103 @@
+import { render, screen } from "@testing-library/react";
+import React from "react";
+import { beforeAll, describe, expect, it, vi } from "vitest";
+import { ActivityMetrics } from "./activity_metrics";
+import { ModelActivityData } from "./UsagePage/types";
+
+beforeAll(() => {
+  if (typeof window !== "undefined" && !window.ResizeObserver) {
+    window.ResizeObserver = class ResizeObserver {
+      observe() {}
+      unobserve() {}
+      disconnect() {}
+    } as any;
+  }
+});
+
+vi.mock("@tremor/react", () => ({
+  Card: ({ children }: { children: React.ReactNode }) => <div>{children}</div>,
+  Grid: ({ children }: { children: React.ReactNode }) => <div>{children}</div>,
+  Text: ({ children }: { children: React.ReactNode }) => <span>{children}</span>,
+  Title: ({ children }: { children: React.ReactNode }) => <h2>{children}</h2>,
+  AreaChart: () => <div>AreaChart</div>,
+  BarChart: () => <div>BarChart</div>,
+}));
+
+vi.mock("antd", () => {
+  const CollapseComponent = ({ children }: { children: React.ReactNode }) => <div>{children}</div>;
+  const PanelComponent = ({ children, header }: { children: React.ReactNode; header: React.ReactNode }) => (
+    <div>
+      <div>{header}</div>
+      <div>{children}</div>
+    </div>
+  );
+  PanelComponent.displayName = "Collapse.Panel";
+  CollapseComponent.Panel = PanelComponent;
+  return {
+    Collapse: CollapseComponent,
+  };
+});
+
+vi.mock("./UsagePage/utils/value_formatters", () => ({
+  valueFormatter: (value: number) => value.toString(),
+}));
+
+vi.mock("./common_components/chartUtils", () => ({
+  CustomTooltip: () => null,
+  CustomLegend: () => <div>Legend</div>,
+}));
+
+vi.mock("@/utils/dataUtils", () => ({
+  formatNumberWithCommas: (value: number, decimals?: number) => {
+    return value.toFixed(decimals || 0);
+  },
+}));
+
+describe("ActivityMetrics", () => {
+  const mockModelMetrics: Record<string, ModelActivityData> = {
+    "gpt-4": {
+      label: "GPT-4",
+      total_requests: 100,
+      total_successful_requests: 95,
+      total_failed_requests: 5,
+      total_tokens: 50000,
+      prompt_tokens: 30000,
+      completion_tokens: 20000,
+      total_spend: 100.5,
+      total_cache_read_input_tokens: 1000,
+      total_cache_creation_input_tokens: 500,
+      top_api_keys: [],
+      daily_data: [
+        {
+          date: "2025-01-01",
+          metrics: {
+            prompt_tokens: 30000,
+            completion_tokens: 20000,
+            total_tokens: 50000,
+            api_requests: 100,
+            spend: 100.5,
+            successful_requests: 95,
+            failed_requests: 5,
+            cache_read_input_tokens: 1000,
+            cache_creation_input_tokens: 500,
+          },
+        },
+      ],
+    },
+  };
+
+  it("should render", () => {
+    render(<ActivityMetrics modelMetrics={mockModelMetrics} />);
+    expect(screen.getByText("Overall Usage")).toBeInTheDocument();
+  });
+
+  it("should display prompt caching metrics when hidePromptCachingMetrics is false", () => {
+    render(<ActivityMetrics modelMetrics={mockModelMetrics} hidePromptCachingMetrics={false} />);
+    expect(screen.getByText("Prompt Caching Metrics")).toBeInTheDocument();
+  });
+
+  it("should hide prompt caching metrics when hidePromptCachingMetrics is true", () => {
+    render(<ActivityMetrics modelMetrics={mockModelMetrics} hidePromptCachingMetrics={true} />);
+    expect(screen.queryByText("Prompt Caching Metrics")).not.toBeInTheDocument();
+  });
+});
diff --git a/ui/litellm-dashboard/src/components/activity_metrics.tsx b/ui/litellm-dashboard/src/components/activity_metrics.tsx
index a791ece9bb7..7a387c26600 100644
--- a/ui/litellm-dashboard/src/components/activity_metrics.tsx
+++ b/ui/litellm-dashboard/src/components/activity_metrics.tsx
@@ -1,17 +1,25 @@
-import React from "react";
-import { Card, Grid, Text, Title } from "@tremor/react";
-import { AreaChart, BarChart } from "@tremor/react";
-import { DailyData, ModelActivityData, KeyMetricWithMetadata, TopApiKeyData } from "./usage/types";
-import { Collapse } from "antd";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
-import { valueFormatter } from "../components/usage/utils/value_formatters";
-import { CustomTooltip, CustomLegend } from "./common_components/chartUtils";
+import { AreaChart, BarChart, Card, Grid, Text, Title } from "@tremor/react";
+import { Collapse } from "antd";
+import React from "react";
+import { CustomLegend, CustomTooltip } from "./common_components/chartUtils";
+import { DailyData, KeyMetricWithMetadata, ModelActivityData, TopApiKeyData } from "./UsagePage/types";
+import { valueFormatter } from "./UsagePage/utils/value_formatters";
 
 interface ActivityMetricsProps {
   modelMetrics: Record<string, ModelActivityData>;
+  hidePromptCachingMetrics?: boolean;
 }
 
-const ModelSection = ({ modelName, metrics }: { modelName: string; metrics: ModelActivityData }) => {
+const ModelSection = ({
+  modelName,
+  metrics,
+  hidePromptCachingMetrics = false,
+}: {
+  modelName: string;
+  metrics: ModelActivityData;
+  hidePromptCachingMetrics?: boolean;
+}) => {
   return (
     <div className="space-y-2">
       {/* Summary Cards */}
@@ -138,35 +146,37 @@ const ModelSection = ({ modelName, metrics }: { modelName: string; metrics: Mode
           />
         </Card>
 
-        <Card>
-          <div className="flex justify-between items-center">
-            <Title>Prompt Caching Metrics</Title>
-            <CustomLegend
+        {!hidePromptCachingMetrics && (
+          <Card>
+            <div className="flex justify-between items-center">
+              <Title>Prompt Caching Metrics</Title>
+              <CustomLegend
+                categories={["metrics.cache_read_input_tokens", "metrics.cache_creation_input_tokens"]}
+                colors={["cyan", "purple"]}
+              />
+            </div>
+            <div className="mb-2">
+              <Text>Cache Read: {metrics.total_cache_read_input_tokens?.toLocaleString() || 0} tokens</Text>
+              <Text>Cache Creation: {metrics.total_cache_creation_input_tokens?.toLocaleString() || 0} tokens</Text>
+            </div>
+            <AreaChart
+              className="mt-4"
+              data={metrics.daily_data}
+              index="date"
               categories={["metrics.cache_read_input_tokens", "metrics.cache_creation_input_tokens"]}
               colors={["cyan", "purple"]}
+              valueFormatter={valueFormatter}
+              customTooltip={CustomTooltip}
+              showLegend={false}
             />
-          </div>
-          <div className="mb-2">
-            <Text>Cache Read: {metrics.total_cache_read_input_tokens?.toLocaleString() || 0} tokens</Text>
-            <Text>Cache Creation: {metrics.total_cache_creation_input_tokens?.toLocaleString() || 0} tokens</Text>
-          </div>
-          <AreaChart
-            className="mt-4"
-            data={metrics.daily_data}
-            index="date"
-            categories={["metrics.cache_read_input_tokens", "metrics.cache_creation_input_tokens"]}
-            colors={["cyan", "purple"]}
-            valueFormatter={valueFormatter}
-            customTooltip={CustomTooltip}
-            showLegend={false}
-          />
-        </Card>
+          </Card>
+        )}
       </Grid>
     </div>
   );
 };
 
-export const ActivityMetrics: React.FC<ActivityMetricsProps> = ({ modelMetrics }) => {
+export const ActivityMetrics: React.FC<ActivityMetricsProps> = ({ modelMetrics, hidePromptCachingMetrics = false }) => {
   const modelNames = Object.keys(modelMetrics).sort((a, b) => {
     if (a === "") return 1;
     if (b === "") return -1;
@@ -314,7 +324,11 @@ export const ActivityMetrics: React.FC<ActivityMetricsProps> = ({ modelMetrics }
               </div>
             }
           >
-            <ModelSection modelName={modelName || "Unknown Model"} metrics={modelMetrics[modelName]} />
+            <ModelSection
+              modelName={modelName || "Unknown Model"}
+              metrics={modelMetrics[modelName]}
+              hidePromptCachingMetrics={hidePromptCachingMetrics}
+            />
           </Collapse.Panel>
         ))}
       </Collapse>
diff --git a/ui/litellm-dashboard/src/components/agents.tsx b/ui/litellm-dashboard/src/components/agents.tsx
index b8a93069908..d6d8b320ec9 100644
--- a/ui/litellm-dashboard/src/components/agents.tsx
+++ b/ui/litellm-dashboard/src/components/agents.tsx
@@ -91,14 +91,14 @@ const AgentsPanel: React.FC<AgentsPanelProps> = ({ accessToken, userRole }) => {
 
   return (
     <div className="w-full mx-auto flex-auto overflow-y-auto m-8 p-2">
-      <div className="flex justify-between items-center mb-4">
-        <div className="flex-col gap-2">
-          <h1 className="text-2xl font-bold">Agents</h1>
-          <p className="text-sm text-gray-600">List of A2A-spec agents that are available to be used in your organization. Go to AI Hub, to make agents public.</p>
+      <div className="flex flex-col gap-2 mb-4">
+        <h1 className="text-2xl font-bold">Agents</h1>
+        <p className="text-sm text-gray-600">List of A2A-spec agents that are available to be used in your organization. Go to AI Hub, to make agents public.</p>
+        <div className="mt-2">
+          <Button onClick={handleAddAgent} disabled={!accessToken}>
+            + Add New Agent
+          </Button>
         </div>
-        <Button onClick={handleAddAgent} disabled={!accessToken}>
-          + Add New Agent
-        </Button>
       </div>
 
       {selectedAgentId ? (
diff --git a/ui/litellm-dashboard/src/components/agents/agent_config.ts b/ui/litellm-dashboard/src/components/agents/agent_config.ts
index e930c2e07d7..9dd41eed8ac 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_config.ts
+++ b/ui/litellm-dashboard/src/components/agents/agent_config.ts
@@ -28,6 +28,7 @@ export const AGENT_FORM_CONFIG: {
   capabilities: SectionConfig;
   optional: SectionConfig;
   litellm: SectionConfig;
+  cost: SectionConfig;
 } = {
   basic: {
     key: "basic",
@@ -146,6 +147,33 @@ export const AGENT_FORM_CONFIG: {
       },
     ],
   },
+  cost: {
+    key: "cost",
+    title: "Cost Configuration",
+    fields: [
+      {
+        name: "cost_per_query",
+        label: "Cost Per Query ($)",
+        type: "text",
+        placeholder: "0.0",
+        tooltip: "Fixed cost per query",
+      },
+      {
+        name: "input_cost_per_token",
+        label: "Input Cost Per Token ($)",
+        type: "text",
+        placeholder: "0.000001",
+        tooltip: "Cost per input token",
+      },
+      {
+        name: "output_cost_per_token",
+        label: "Output Cost Per Token ($)",
+        type: "text",
+        placeholder: "0.000002",
+        tooltip: "Cost per output token",
+      },
+    ],
+  },
 };
 
 export const SKILL_FIELD_CONFIG = {
@@ -229,12 +257,16 @@ export const buildAgentDataFromForm = (values: any, existingAgent?: any) => {
     },
   };
 
-  // Only add litellm_params if there are values
-  if (values.model || values.make_public !== undefined) {
-    agentData.litellm_params = {
-      ...(values.model && { model: values.model }),
-      ...(values.make_public !== undefined && { make_public: values.make_public }),
-    };
+  const params: Record<string, any> = {};
+
+  if (values.model) params.model = values.model;
+  if (values.make_public !== undefined) params.make_public = values.make_public;
+  if (values.cost_per_query) params.cost_per_query = parseFloat(values.cost_per_query);
+  if (values.input_cost_per_token) params.input_cost_per_token = parseFloat(values.input_cost_per_token);
+  if (values.output_cost_per_token) params.output_cost_per_token = parseFloat(values.output_cost_per_token);
+
+  if (Object.keys(params).length > 0) {
+    agentData.litellm_params = params;
   }
 
   return agentData;
@@ -267,5 +299,8 @@ export const parseAgentForForm = (agent: any) => {
     supportsAuthenticatedExtendedCard: agent.agent_card_params?.supportsAuthenticatedExtendedCard,
     model: agent.litellm_params?.model,
     make_public: agent.litellm_params?.make_public,
+    cost_per_query: agent.litellm_params?.cost_per_query,
+    input_cost_per_token: agent.litellm_params?.input_cost_per_token,
+    output_cost_per_token: agent.litellm_params?.output_cost_per_token,
   };
 };
diff --git a/ui/litellm-dashboard/src/components/agents/agent_cost_view.tsx b/ui/litellm-dashboard/src/components/agents/agent_cost_view.tsx
new file mode 100644
index 00000000000..38851486dcb
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/agents/agent_cost_view.tsx
@@ -0,0 +1,46 @@
+import React from "react";
+import { Title } from "@tremor/react";
+import { Descriptions } from "antd";
+import { Agent } from "./types";
+
+interface AgentCostViewProps {
+  agent: Agent;
+}
+
+const AgentCostView: React.FC<AgentCostViewProps> = ({ agent }) => {
+  const params = agent.litellm_params;
+
+  if (
+    params?.cost_per_query === undefined &&
+    params?.input_cost_per_token === undefined &&
+    params?.output_cost_per_token === undefined
+  ) {
+    return null;
+  }
+
+  return (
+    <div style={{ marginTop: 24 }}>
+      <Title>Cost Configuration</Title>
+      <Descriptions bordered column={1} style={{ marginTop: 16 }}>
+        {params.cost_per_query !== undefined && (
+          <Descriptions.Item label="Cost Per Query">
+            ${params.cost_per_query}
+          </Descriptions.Item>
+        )}
+        {params.input_cost_per_token !== undefined && (
+          <Descriptions.Item label="Input Cost Per Token">
+            ${params.input_cost_per_token}
+          </Descriptions.Item>
+        )}
+        {params.output_cost_per_token !== undefined && (
+          <Descriptions.Item label="Output Cost Per Token">
+            ${params.output_cost_per_token}
+          </Descriptions.Item>
+        )}
+      </Descriptions>
+    </div>
+  );
+};
+
+export default AgentCostView;
+
diff --git a/ui/litellm-dashboard/src/components/agents/agent_form_fields.tsx b/ui/litellm-dashboard/src/components/agents/agent_form_fields.tsx
index 6d0c0820a4e..4dc4ad6829b 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_form_fields.tsx
+++ b/ui/litellm-dashboard/src/components/agents/agent_form_fields.tsx
@@ -4,6 +4,8 @@ import { Button as AntButton } from "antd";
 import { PlusOutlined, MinusCircleOutlined } from "@ant-design/icons";
 import { AGENT_FORM_CONFIG, SKILL_FIELD_CONFIG } from "./agent_config";
 
+import CostConfigFields from "./cost_config_fields";
+
 const { Panel } = Collapse;
 
 interface AgentFormFieldsProps {
@@ -154,6 +156,11 @@ const AgentFormFields: React.FC<AgentFormFieldsProps> = ({ showAgentName = true
           ))}
         </Panel>
 
+        {/* Cost Configuration */}
+        <Panel header={AGENT_FORM_CONFIG.cost.title} key={AGENT_FORM_CONFIG.cost.key}>
+          <CostConfigFields />
+        </Panel>
+
         {/* LiteLLM Parameters */}
         <Panel header={AGENT_FORM_CONFIG.litellm.title} key={AGENT_FORM_CONFIG.litellm.key}>
           {AGENT_FORM_CONFIG.litellm.fields.map((field) => (
diff --git a/ui/litellm-dashboard/src/components/agents/agent_info.tsx b/ui/litellm-dashboard/src/components/agents/agent_info.tsx
index c997ebc1e5b..8d0febd8417 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_info.tsx
+++ b/ui/litellm-dashboard/src/components/agents/agent_info.tsx
@@ -2,10 +2,13 @@ import React, { useState, useEffect } from "react";
 import { Card, Title, Text, Button as TremorButton, Tab, TabGroup, TabList, TabPanel, TabPanels} from "@tremor/react";
 import { Form, Input, Button as AntButton, message, Spin, Descriptions } from "antd";
 import { ArrowLeftIcon } from "@heroicons/react/outline";
-import { getAgentInfo, patchAgentCall } from "../networking";
+import { getAgentInfo, patchAgentCall, getAgentCreateMetadata, AgentCreateInfo } from "../networking";
 import { Agent } from "./types";
 import AgentFormFields from "./agent_form_fields";
+import DynamicAgentFormFields, { buildDynamicAgentData } from "./dynamic_agent_form_fields";
 import { buildAgentDataFromForm, parseAgentForForm } from "./agent_config";
+import AgentCostView from "./agent_cost_view";
+import { detectAgentType, parseDynamicAgentForForm } from "./agent_type_utils";
 
 interface AgentInfoViewProps {
   agentId: string;
@@ -25,6 +28,20 @@ const AgentInfoView: React.FC<AgentInfoViewProps> = ({
   const [isEditing, setIsEditing] = useState(false);
   const [isSaving, setIsSaving] = useState(false);
   const [form] = Form.useForm();
+  const [agentTypeMetadata, setAgentTypeMetadata] = useState<AgentCreateInfo[]>([]);
+  const [detectedAgentType, setDetectedAgentType] = useState<string>("a2a");
+
+  useEffect(() => {
+    const fetchMetadata = async () => {
+      try {
+        const metadata = await getAgentCreateMetadata();
+        setAgentTypeMetadata(metadata);
+      } catch (error) {
+        console.error("Error fetching agent metadata:", error);
+      }
+    };
+    fetchMetadata();
+  }, []);
 
   useEffect(() => {
     fetchAgentInfo();
@@ -37,7 +54,22 @@ const AgentInfoView: React.FC<AgentInfoViewProps> = ({
     try {
       const data = await getAgentInfo(accessToken, agentId);
       setAgent(data);
+      
+      // Detect agent type
+      const agentType = detectAgentType(data);
+      setDetectedAgentType(agentType);
+      
+      // Parse form values based on agent type
+      if (agentType === "a2a") {
+        form.setFieldsValue(parseAgentForForm(data));
+      } else {
+        const typeInfo = agentTypeMetadata.find(t => t.agent_type === agentType);
+        if (typeInfo) {
+          form.setFieldsValue(parseDynamicAgentForForm(data, typeInfo));
+        } else {
       form.setFieldsValue(parseAgentForForm(data));
+        }
+      }
     } catch (error) {
       console.error("Error fetching agent info:", error);
       message.error("Failed to load agent information");
@@ -46,12 +78,38 @@ const AgentInfoView: React.FC<AgentInfoViewProps> = ({
     }
   };
 
+  // Re-parse form when metadata is loaded
+  useEffect(() => {
+    if (agent && agentTypeMetadata.length > 0) {
+      const agentType = detectAgentType(agent);
+      if (agentType !== "a2a") {
+        const typeInfo = agentTypeMetadata.find(t => t.agent_type === agentType);
+        if (typeInfo) {
+          form.setFieldsValue(parseDynamicAgentForForm(agent, typeInfo));
+        }
+      }
+    }
+  }, [agentTypeMetadata, agent]);
+
+  const selectedAgentTypeInfo = agentTypeMetadata.find(t => t.agent_type === detectedAgentType);
+
   const handleUpdate = async (values: any) => {
     if (!accessToken || !agent) return;
 
     setIsSaving(true);
     try {
-      const updateData = buildAgentDataFromForm(values, agent);
+      let updateData: any;
+      
+      if (detectedAgentType === "a2a") {
+        updateData = buildAgentDataFromForm(values, agent);
+      } else if (selectedAgentTypeInfo) {
+        updateData = buildDynamicAgentData(values, selectedAgentTypeInfo);
+        // Preserve the agent_name from form
+        updateData.agent_name = values.agent_name;
+      } else {
+        updateData = buildAgentDataFromForm(values, agent);
+      }
+      
       await patchAgentCall(accessToken, agentId, updateData);
       message.success("Agent updated successfully");
       setIsEditing(false);
@@ -147,6 +205,8 @@ const AgentInfoView: React.FC<AgentInfoViewProps> = ({
               <Descriptions.Item label="Updated At">{formatDate(agent.updated_at)}</Descriptions.Item>
             </Descriptions>
 
+            <AgentCostView agent={agent} />
+
             {agent.agent_card_params?.skills && agent.agent_card_params.skills.length > 0 && (
               <div style={{ marginTop: 24 }}>
                 <Title>Skills</Title>
@@ -189,7 +249,13 @@ const AgentInfoView: React.FC<AgentInfoViewProps> = ({
                       <Input value={agent.agent_id} disabled />
                     </Form.Item>
 
+                    {detectedAgentType === "a2a" ? (
+                      <AgentFormFields showAgentName={true} />
+                    ) : selectedAgentTypeInfo ? (
+                      <DynamicAgentFormFields agentTypeInfo={selectedAgentTypeInfo} />
+                    ) : (
                     <AgentFormFields showAgentName={true} />
+                    )}
 
                     <div className="flex justify-end gap-2 mt-6">
                       <AntButton onClick={() => {
diff --git a/ui/litellm-dashboard/src/components/agents/agent_table.tsx b/ui/litellm-dashboard/src/components/agents/agent_table.tsx
index fed79d5abb0..7634c4396f1 100644
--- a/ui/litellm-dashboard/src/components/agents/agent_table.tsx
+++ b/ui/litellm-dashboard/src/components/agents/agent_table.tsx
@@ -1,8 +1,17 @@
-import React from "react";
-import { Table, TableHead, TableRow, TableHeaderCell, TableBody, TableCell, Button, Icon } from "@tremor/react";
-import { TrashIcon } from "@heroicons/react/outline";
+import React, { useState } from "react";
+import { Table, TableBody, TableCell, TableHead, TableHeaderCell, TableRow, Button } from "@tremor/react";
+import { SwitchVerticalIcon, ChevronUpIcon, ChevronDownIcon, TrashIcon } from "@heroicons/react/outline";
 import { Tooltip } from "antd";
+import { CopyOutlined } from "@ant-design/icons";
 import { Agent } from "./types";
+import {
+  ColumnDef,
+  flexRender,
+  getCoreRowModel,
+  getSortedRowModel,
+  SortingState,
+  useReactTable,
+} from "@tanstack/react-table";
 
 interface AgentTableProps {
   agentsList: Agent[];
@@ -23,71 +32,184 @@ const AgentTable: React.FC<AgentTableProps> = ({
   isAdmin,
   onAgentClick,
 }) => {
-  if (isLoading) {
-    return <div>Loading agents...</div>;
-  }
+  const [sorting, setSorting] = useState<SortingState>([{ id: "created_at", desc: true }]);
 
-  if (!agentsList || agentsList.length === 0) {
-    return <div>No agents found. Create one to get started.</div>;
-  }
+  const formatDate = (dateString?: string) => {
+    if (!dateString) return "-";
+    const date = new Date(dateString);
+    return date.toLocaleString();
+  };
 
+  const copyToClipboard = (text: string) => {
+    navigator.clipboard.writeText(text);
+  };
+
+  const columns: ColumnDef<Agent>[] = [
+    {
+      header: "Agent Name",
+      accessorKey: "agent_name",
+      cell: ({ row }) => {
+        const agent = row.original;
+        const name = agent.agent_name || "";
   return (
-    <Table>
-      <TableHead>
-        <TableRow>
-          <TableHeaderCell>Agent Name</TableHeaderCell>
-          <TableHeaderCell>Description</TableHeaderCell>
-          <TableHeaderCell>Created At</TableHeaderCell>
-          {isAdmin && <TableHeaderCell>Actions</TableHeaderCell>}
-        </TableRow>
-      </TableHead>
-      <TableBody>
-        {agentsList.map((agent) => (
-          <TableRow key={agent.agent_id}>
-            <TableCell>
-              <Tooltip title={agent.agent_name || ""}>
+          <div className="flex items-center gap-2">
+            <Tooltip title={name}>
                 <Button
                   size="xs"
                   variant="light"
-                  className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate max-w-[200px]"
+                className="font-mono text-blue-500 bg-blue-50 hover:bg-blue-100 text-xs font-normal px-2 py-0.5 text-left overflow-hidden truncate min-w-[200px] justify-start"
                   onClick={() => onAgentClick(agent.agent_id)}
                 >
-                  {agent.agent_name || ""}
+                {name}
                 </Button>
               </Tooltip>
-            </TableCell>
-            <TableCell>
-              {agent.agent_card_params?.description || "No description"}
-            </TableCell>
-            <TableCell>
-              {agent.created_at
-                ? new Date(agent.created_at).toLocaleDateString()
-                : "N/A"}
-            </TableCell>
-            {isAdmin && (
-              <TableCell>
-                <div className="flex space-x-2">
+            <Tooltip title="Copy Agent ID">
+              <CopyOutlined
+                onClick={(e) => {
+                  e.stopPropagation();
+                  copyToClipboard(agent.agent_id);
+                }}
+                className="cursor-pointer text-gray-500 hover:text-blue-500 text-xs"
+              />
+            </Tooltip>
+          </div>
+        );
+      },
+    },
+    {
+      header: "Description",
+      accessorKey: "agent_card_params.description",
+      cell: ({ row }) => {
+        const description = row.original.agent_card_params?.description || "No description";
+        return (
+          <span className="text-xs text-gray-600 block max-w-[300px] truncate">
+            {description}
+          </span>
+        );
+      },
+    },
+    {
+      header: "Created At",
+      accessorKey: "created_at",
+      cell: ({ row }) => {
+        const agent = row.original;
+        return (
+          <Tooltip title={agent.created_at}>
+            <span className="text-xs">{formatDate(agent.created_at)}</span>
+          </Tooltip>
+        );
+      },
+    },
+    ...(isAdmin
+      ? [
+          {
+            header: "Actions",
+            id: "actions",
+            enableSorting: false,
+            cell: ({ row }: any) => {
+              const agent = row.original;
+              
+              return (
+                <div className="flex items-center gap-1">
                   <Tooltip title="Delete agent">
-                    <Icon
-                      icon={TrashIcon}
-                      size="sm"
-                      className="cursor-pointer text-red-500 hover:text-red-700"
+                    <Button
+                      size="xs"
+                      variant="light"
+                      color="red"
                       onClick={(e) => {
                         e.stopPropagation();
                         onDeleteClick(agent.agent_id, agent.agent_name);
                       }}
-                      aria-label="Delete agent"
+                      icon={TrashIcon}
+                      className="text-red-500 hover:text-red-700 hover:bg-red-50"
                     />
                   </Tooltip>
                 </div>
+              );
+            },
+          },
+        ]
+      : []),
+  ];
+
+  const table = useReactTable({
+    data: agentsList,
+    columns,
+    state: {
+      sorting,
+    },
+    onSortingChange: setSorting,
+    getCoreRowModel: getCoreRowModel(),
+    getSortedRowModel: getSortedRowModel(),
+    enableSorting: true,
+  });
+
+  return (
+    <div className="rounded-lg custom-border relative">
+      <div className="overflow-x-auto">
+        <Table className="[&_td]:py-0.5 [&_th]:py-1">
+          <TableHead>
+            {table.getHeaderGroups().map((headerGroup) => (
+              <TableRow key={headerGroup.id}>
+                {headerGroup.headers.map((header) => (
+                  <TableHeaderCell
+                    key={header.id}
+                    className="py-1 h-8"
+                    onClick={header.column.getToggleSortingHandler()}
+                  >
+                    <div className="flex items-center justify-between gap-2">
+                      <div className="flex items-center">
+                        {header.isPlaceholder ? null : flexRender(header.column.columnDef.header, header.getContext())}
+                      </div>
+                      <div className="w-4">
+                        {header.column.getIsSorted() ? (
+                          {
+                            asc: <ChevronUpIcon className="h-4 w-4 text-blue-500" />,
+                            desc: <ChevronDownIcon className="h-4 w-4 text-blue-500" />,
+                          }[header.column.getIsSorted() as string]
+                        ) : (
+                          <SwitchVerticalIcon className="h-4 w-4 text-gray-400" />
+                        )}
+                      </div>
+                    </div>
+                  </TableHeaderCell>
+                ))}
+              </TableRow>
+            ))}
+          </TableHead>
+          <TableBody>
+            {isLoading ? (
+              <TableRow>
+                <TableCell colSpan={columns.length} className="h-8 text-center">
+                  <div className="text-center text-gray-500">
+                    <p>Loading...</p>
+                  </div>
+                </TableCell>
+              </TableRow>
+            ) : agentsList && agentsList.length > 0 ? (
+              table.getRowModel().rows.map((row) => (
+                <TableRow key={row.id} className="h-8">
+                  {row.getVisibleCells().map((cell) => (
+                    <TableCell key={cell.id} className="py-0.5 max-h-8 overflow-hidden text-ellipsis whitespace-nowrap">
+                      {flexRender(cell.column.columnDef.cell, cell.getContext())}
+                    </TableCell>
+                  ))}
+                </TableRow>
+              ))
+            ) : (
+              <TableRow>
+                <TableCell colSpan={columns.length} className="h-8 text-center">
+                  <div className="text-center text-gray-500">
+                    <p>No agents found. Create one to get started.</p>
+                </div>
               </TableCell>
+              </TableRow>
             )}
-          </TableRow>
-        ))}
       </TableBody>
     </Table>
+      </div>
+    </div>
   );
 };
 
 export default AgentTable;
-
diff --git a/ui/litellm-dashboard/src/components/agents/agent_type_utils.ts b/ui/litellm-dashboard/src/components/agents/agent_type_utils.ts
new file mode 100644
index 00000000000..fd04aa4c26c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/agents/agent_type_utils.ts
@@ -0,0 +1,67 @@
+import { Agent } from "./types";
+import { AgentCreateInfo } from "../networking";
+
+/**
+ * Detects the agent type from an agent's litellm_params.
+ * Returns the agent_type string (e.g., "langgraph", "azure_ai_foundry", "bedrock_agentcore", or "a2a")
+ */
+export const detectAgentType = (agent: Agent): string => {
+  const model = agent.litellm_params?.model || "";
+  const customProvider = agent.litellm_params?.custom_llm_provider;
+
+  // Check by custom_llm_provider first
+  if (customProvider === "langgraph") return "langgraph";
+  if (customProvider === "azure_ai") return "azure_ai_foundry";
+  if (customProvider === "bedrock") return "bedrock_agentcore";
+
+  // Check by model prefix
+  if (model.startsWith("langgraph/")) return "langgraph";
+  if (model.startsWith("azure_ai/agents/")) return "azure_ai_foundry";
+  if (model.startsWith("bedrock/agentcore/")) return "bedrock_agentcore";
+
+  // Default to a2a
+  return "a2a";
+};
+
+/**
+ * Parses agent data for dynamic form fields (non-A2A agents).
+ * Extracts values from litellm_params based on the agent type metadata.
+ */
+export const parseDynamicAgentForForm = (
+  agent: Agent,
+  agentTypeInfo: AgentCreateInfo
+): Record<string, any> => {
+  const values: Record<string, any> = {
+    agent_name: agent.agent_name,
+    description: agent.agent_card_params?.description || "",
+  };
+
+  // Extract credential field values from litellm_params
+  for (const field of agentTypeInfo.credential_fields) {
+    if (field.include_in_litellm_params !== false) {
+      values[field.key] = agent.litellm_params?.[field.key] || field.default_value || "";
+    } else {
+      // For fields not in litellm_params (like agent_id), try to extract from model string
+      if (agentTypeInfo.model_template && agent.litellm_params?.model) {
+        const model = agent.litellm_params.model;
+        const templateParts = agentTypeInfo.model_template.split("/");
+        const modelParts = model.split("/");
+        
+        // Find the placeholder position and extract the value
+        templateParts.forEach((part, index) => {
+          if (part === `{${field.key}}` && modelParts[index]) {
+            values[field.key] = modelParts[index];
+          }
+        });
+      }
+    }
+  }
+
+  // Extract cost configuration
+  values.cost_per_query = agent.litellm_params?.cost_per_query;
+  values.input_cost_per_token = agent.litellm_params?.input_cost_per_token;
+  values.output_cost_per_token = agent.litellm_params?.output_cost_per_token;
+
+  return values;
+};
+
diff --git a/ui/litellm-dashboard/src/components/agents/cost_config_fields.tsx b/ui/litellm-dashboard/src/components/agents/cost_config_fields.tsx
new file mode 100644
index 00000000000..b07aba8dc7c
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/agents/cost_config_fields.tsx
@@ -0,0 +1,23 @@
+import React from "react";
+import { Form, Input } from "antd";
+import { AGENT_FORM_CONFIG } from "./agent_config";
+
+const CostConfigFields: React.FC = () => {
+  return (
+    <>
+      {AGENT_FORM_CONFIG.cost.fields.map((field) => (
+        <Form.Item
+          key={field.name}
+          label={field.label}
+          name={field.name}
+          tooltip={field.tooltip}
+        >
+          <Input placeholder={field.placeholder} type="number" step="0.000001" />
+        </Form.Item>
+      ))}
+    </>
+  );
+};
+
+export default CostConfigFields;
+
diff --git a/ui/litellm-dashboard/src/components/agents/dynamic_agent_form_fields.tsx b/ui/litellm-dashboard/src/components/agents/dynamic_agent_form_fields.tsx
index 67f0f470ab2..55a4a62953a 100644
--- a/ui/litellm-dashboard/src/components/agents/dynamic_agent_form_fields.tsx
+++ b/ui/litellm-dashboard/src/components/agents/dynamic_agent_form_fields.tsx
@@ -1,6 +1,10 @@
 import React from "react";
-import { Form, Input, Select } from "antd";
+import { Form, Input, Select, Collapse } from "antd";
 import { AgentCreateInfo, AgentCredentialFieldMetadata } from "../networking";
+import { AGENT_FORM_CONFIG } from "./agent_config";
+import CostConfigFields from "./cost_config_fields";
+
+const { Panel } = Collapse;
 
 interface DynamicAgentFormFieldsProps {
   agentTypeInfo: AgentCreateInfo;
@@ -59,6 +63,12 @@ const DynamicAgentFormFields: React.FC<DynamicAgentFormFieldsProps> = ({
           )}
         </Form.Item>
       ))}
+
+      <Collapse style={{ marginBottom: 16 }}>
+        <Panel header={AGENT_FORM_CONFIG.cost.title} key={AGENT_FORM_CONFIG.cost.key}>
+          <CostConfigFields />
+        </Panel>
+      </Collapse>
     </>
   );
 };
@@ -84,6 +94,17 @@ export const buildDynamicAgentData = (
     }
   }
 
+  // Add cost configuration
+  if (values.cost_per_query) {
+    litellmParams.cost_per_query = parseFloat(values.cost_per_query);
+  }
+  if (values.input_cost_per_token) {
+    litellmParams.input_cost_per_token = parseFloat(values.input_cost_per_token);
+  }
+  if (values.output_cost_per_token) {
+    litellmParams.output_cost_per_token = parseFloat(values.output_cost_per_token);
+  }
+
   // Apply model_template if defined (e.g., "bedrock/agentcore/{agent_runtime_arn}")
   if (agentTypeInfo.model_template) {
     let model = agentTypeInfo.model_template;
diff --git a/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx b/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx
index 7259f763ca5..488913a734a 100644
--- a/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/IconActionButton/TableIconActionButtons/TableIconActionButton.tsx
@@ -1,4 +1,12 @@
-import { PencilAltIcon, PlayIcon, RefreshIcon, TrashIcon } from "@heroicons/react/outline";
+import {
+  PencilAltIcon,
+  PlayIcon,
+  RefreshIcon,
+  TrashIcon,
+  ChevronUpIcon,
+  ChevronDownIcon,
+  ExternalLinkIcon,
+} from "@heroicons/react/outline";
 import { Tooltip } from "antd";
 import BaseActionButton from "../BaseActionButton";
 
@@ -21,6 +29,9 @@ export const TableIconActionButtonMap: Record<string, TableIconActionButtonBaseP
   Delete: { icon: TrashIcon, className: "hover:text-red-600" },
   Test: { icon: PlayIcon, className: "hover:text-blue-600" },
   Regenerate: { icon: RefreshIcon, className: "hover:text-green-600" },
+  Up: { icon: ChevronUpIcon, className: "hover:text-blue-600" },
+  Down: { icon: ChevronDownIcon, className: "hover:text-blue-600" },
+  Open: { icon: ExternalLinkIcon, className: "hover:text-green-600" },
 };
 
 export default function TableIconActionButton({
diff --git a/ui/litellm-dashboard/src/components/common_components/chartUtils.tsx b/ui/litellm-dashboard/src/components/common_components/chartUtils.tsx
index b6318ca8bc2..7fff09056b0 100644
--- a/ui/litellm-dashboard/src/components/common_components/chartUtils.tsx
+++ b/ui/litellm-dashboard/src/components/common_components/chartUtils.tsx
@@ -1,6 +1,6 @@
 import React from "react";
 import type { CustomTooltipProps } from "@tremor/react";
-import { SpendMetrics } from "../usage/types";
+import { SpendMetrics } from "../UsagePage/types";
 
 interface ChartDataPoint {
   date: string;
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index 78d8a3940ce..ec000f7582e 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -21,7 +21,8 @@ import {
   ToolOutlined,
   UserOutlined,
 } from "@ant-design/icons";
-import { ConfigProvider, Layout, Menu } from "antd";
+import { Badge, ConfigProvider, Layout, Menu } from "antd";
+import type { MenuProps } from "antd";
 import { all_admin_roles, internalUserRoles, isAdminRole, rolesWithWriteAccess } from "../utils/roles";
 import UsageIndicator from "./usage_indicator";
 const { Sider } = Layout;
@@ -35,233 +36,344 @@ interface SidebarProps {
   collapsed?: boolean;
 }
 
-// Create a more comprehensive menu item configuration
+// Menu item configuration
 interface MenuItem {
   key: string;
   page: string;
-  label: string;
+  label: string | React.ReactNode;
   roles?: string[];
-  children?: MenuItem[]; // Add children property for submenus
+  children?: MenuItem[];
   icon?: React.ReactNode;
 }
 
+// Group configuration
+interface MenuGroup {
+  groupLabel: string;
+  items: MenuItem[];
+  roles?: string[];
+}
+
 const Sidebar: React.FC<SidebarProps> = ({ accessToken, setPage, userRole, defaultSelectedKey, collapsed = false }) => {
-  // Note: If a menu item does not have a role, it is visible to all roles.
-  const menuItems: MenuItem[] = [
+  // Navigate to page helper
+  const navigateToPage = (page: string) => {
+    const newSearchParams = new URLSearchParams(window.location.search);
+    newSearchParams.set("page", page);
+    window.history.pushState(null, "", `?${newSearchParams.toString()}`);
+    setPage(page);
+  };
+
+  // Menu groups organized by category
+  const menuGroups: MenuGroup[] = [
     {
-      key: "api-keys",
-      page: "api-keys",
-      label: "Virtual Keys",
-      icon: <KeyOutlined style={{ fontSize: "18px" }} />,
-    },
-    {
-      key: "llm-playground",
-      page: "llm-playground",
-      label: "Playground",
-      icon: <PlayCircleOutlined style={{ fontSize: "18px" }} />,
-      roles: rolesWithWriteAccess,
-    },
-    {
-      key: "models",
-      page: "models",
-      label: "Models + Endpoints",
-      icon: <BlockOutlined style={{ fontSize: "18px" }} />,
-      roles: rolesWithWriteAccess,
-    },
-    {
-      key: "new_usage",
-      page: "new_usage",
-      label: "Usage",
-      icon: <BarChartOutlined style={{ fontSize: "18px" }} />,
-      roles: [...all_admin_roles, ...internalUserRoles],
-    },
-    { key: "teams", page: "teams", label: "Teams", icon: <TeamOutlined style={{ fontSize: "18px" }} /> },
-    {
-      key: "organizations",
-      page: "organizations",
-      label: "Organizations",
-      icon: <BankOutlined style={{ fontSize: "18px" }} />,
-      roles: all_admin_roles,
-    },
-    {
-      key: "users",
-      page: "users",
-      label: "Internal Users",
-      icon: <UserOutlined style={{ fontSize: "18px" }} />,
-      roles: all_admin_roles,
-    },
-    {
-      key: "budgets",
-      page: "budgets",
-      label: "Budgets",
-      icon: <CreditCardOutlined style={{ fontSize: "18px" }} />,
-      roles: all_admin_roles,
-    },
-    { key: "api_ref", page: "api_ref", label: "API Reference", icon: <ApiOutlined style={{ fontSize: "18px" }} /> },
-    {
-      key: "model-hub-table",
-      page: "model-hub-table",
-      label: "AI Hub",
-      icon: <AppstoreOutlined style={{ fontSize: "18px" }} />,
-    },
-    { key: "logs", page: "logs", label: "Logs", icon: <LineChartOutlined style={{ fontSize: "18px" }} /> },
-    {
-      key: "guardrails",
-      page: "guardrails",
-      label: "Guardrails",
-      icon: <SafetyOutlined style={{ fontSize: "18px" }} />,
-      roles: all_admin_roles,
-    },
-    {
-      key: "mcp-servers",
-      page: "mcp-servers",
-      label: "MCP Servers",
-      icon: <ToolOutlined style={{ fontSize: "18px" }} />,
-    },
-    {
-      key: "tools",
-      page: "tools",
-      label: "Tools",
-      icon: <ToolOutlined style={{ fontSize: "18px" }} />,
-      children: [
+      groupLabel: "AI GATEWAY",
+      items: [
         {
-          key: "search-tools",
-          page: "search-tools",
-          label: "Search Tools",
-          icon: <SearchOutlined style={{ fontSize: "18px" }} />,
+          key: "api-keys",
+          page: "api-keys",
+          label: "Virtual Keys",
+          icon: <KeyOutlined />,
         },
         {
-          key: "vector-stores",
-          page: "vector-stores",
-          label: "Vector Stores",
-          icon: <DatabaseOutlined style={{ fontSize: "18px" }} />,
-          roles: all_admin_roles,
+          key: "llm-playground",
+          page: "llm-playground",
+          label: "Playground",
+          icon: <PlayCircleOutlined />,
+          roles: rolesWithWriteAccess,
         },
-      ],
-    },
-    {
-      key: "experimental",
-      page: "experimental",
-      label: "Experimental",
-      icon: <ExperimentOutlined style={{ fontSize: "18px" }} />,
-      children: [
         {
-          key: "caching",
-          page: "caching",
-          label: "Caching",
-          icon: <DatabaseOutlined style={{ fontSize: "18px" }} />,
-          roles: all_admin_roles,
+          key: "models",
+          page: "models",
+          label: "Models + Endpoints",
+          icon: <BlockOutlined />,
+          roles: rolesWithWriteAccess,
         },
         {
           key: "agents",
           page: "agents",
-          label: "Agents",
-          icon: <RobotOutlined style={{ fontSize: "18px" }} />,
+          label: (
+            <span className="flex items-center gap-4">
+              Agents <Badge color="blue" count="New" />
+            </span>
+          ),
+          icon: <RobotOutlined />,
           roles: rolesWithWriteAccess,
         },
         {
-          key: "prompts",
-          page: "prompts",
-          label: "Prompts",
-          icon: <FileTextOutlined style={{ fontSize: "18px" }} />,
+          key: "mcp-servers",
+          page: "mcp-servers",
+          label: "MCP Servers",
+          icon: <ToolOutlined />,
+        },
+        {
+          key: "guardrails",
+          page: "guardrails",
+          label: "Guardrails",
+          icon: <SafetyOutlined />,
           roles: all_admin_roles,
         },
         {
-          key: "transform-request",
-          page: "transform-request",
-          label: "API Playground",
-          icon: <ApiOutlined style={{ fontSize: "18px" }} />,
-          roles: [...all_admin_roles, ...internalUserRoles],
+          key: "tools",
+          page: "tools",
+          label: "Tools",
+          icon: <ToolOutlined />,
+          children: [
+            {
+              key: "search-tools",
+              page: "search-tools",
+              label: "Search Tools",
+              icon: <SearchOutlined />,
+            },
+            {
+              key: "vector-stores",
+              page: "vector-stores",
+              label: "Vector Stores",
+              icon: <DatabaseOutlined />,
+              roles: all_admin_roles,
+            },
+          ],
         },
-        {
-          key: "tag-management",
-          page: "tag-management",
-          label: "Tag Management",
-          icon: <TagsOutlined style={{ fontSize: "18px" }} />,
-          roles: all_admin_roles,
-        },
-        { key: "4", page: "usage", label: "Old Usage", icon: <BarChartOutlined style={{ fontSize: "18px" }} /> },
       ],
     },
     {
-      key: "settings",
-      page: "settings",
-      label: "Settings",
-      icon: <SettingOutlined style={{ fontSize: "18px" }} />,
+      groupLabel: "OBSERVABILITY",
+      items: [
+        {
+          key: "new_usage",
+          page: "new_usage",
+          icon: <BarChartOutlined />,
+          roles: [...all_admin_roles, ...internalUserRoles],
+          label: (
+            <span className="flex items-center gap-4">
+              Usage <Badge color="blue" count="New" />
+            </span>
+        ),
+        },
+        {
+          key: "logs",
+          page: "logs",
+          label: "Logs",
+          icon: <LineChartOutlined />,
+        },
+      ],
+    },
+    {
+      groupLabel: "ACCESS CONTROL",
+      items: [
+        {
+          key: "users",
+          page: "users",
+          label: "Internal Users",
+          icon: <UserOutlined />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "teams",
+          page: "teams",
+          label: "Teams",
+          icon: <TeamOutlined />,
+        },
+        {
+          key: "organizations",
+          page: "organizations",
+          label: "Organizations",
+          icon: <BankOutlined />,
+          roles: all_admin_roles,
+        },
+        {
+          key: "budgets",
+          page: "budgets",
+          label: "Budgets",
+          icon: <CreditCardOutlined />,
+          roles: all_admin_roles,
+        },
+      ],
+    },
+    {
+      groupLabel: "DEVELOPER TOOLS",
+      items: [
+        {
+          key: "api_ref",
+          page: "api_ref",
+          label: "API Reference",
+          icon: <ApiOutlined />,
+        },
+        {
+          key: "model-hub-table",
+          page: "model-hub-table",
+          label: "AI Hub",
+          icon: <AppstoreOutlined />,
+        },
+        {
+          key: "experimental",
+          page: "experimental",
+          label: "Experimental",
+          icon: <ExperimentOutlined />,
+          children: [
+            {
+              key: "caching",
+              page: "caching",
+              label: "Caching",
+              icon: <DatabaseOutlined />,
+              roles: all_admin_roles,
+            },
+            {
+              key: "prompts",
+              page: "prompts",
+              label: "Prompts",
+              icon: <FileTextOutlined />,
+              roles: all_admin_roles,
+            },
+            {
+              key: "transform-request",
+              page: "transform-request",
+              label: "API Playground",
+              icon: <ApiOutlined />,
+              roles: [...all_admin_roles, ...internalUserRoles],
+            },
+            {
+              key: "tag-management",
+              page: "tag-management",
+              label: "Tag Management",
+              icon: <TagsOutlined />,
+              roles: all_admin_roles,
+            },
+            {
+              key: "4",
+              page: "usage",
+              label: "Old Usage",
+              icon: <BarChartOutlined />,
+            },
+          ],
+        },
+      ],
+    },
+    {
+      groupLabel: "SETTINGS",
       roles: all_admin_roles,
-      children: [
+      items: [
         {
-          key: "router-settings",
-          page: "router-settings",
-          label: "Router Settings",
-          icon: <SettingOutlined style={{ fontSize: "18px" }} />,
-          roles: all_admin_roles,
-        },
-        {
-          key: "logging-and-alerts",
-          page: "logging-and-alerts",
-          label: "Logging & Alerts",
-          icon: <SettingOutlined style={{ fontSize: "18px" }} />,
-          roles: all_admin_roles,
-        },
-        {
-          key: "admin-panel",
-          page: "admin-panel",
-          label: "Admin Settings",
-          icon: <SettingOutlined style={{ fontSize: "18px" }} />,
-          roles: all_admin_roles,
-        },
-        {
-          key: "cost-tracking",
-          page: "cost-tracking",
-          label: "Cost Tracking",
-          icon: <BarChartOutlined style={{ fontSize: "18px" }} />,
-          roles: all_admin_roles,
-        },
-        {
-          key: "ui-theme",
-          page: "ui-theme",
-          label: "UI Theme",
-          icon: <BgColorsOutlined style={{ fontSize: "18px" }} />,
+          key: "settings",
+          page: "settings",
+          label: "Settings",
+          icon: <SettingOutlined />,
           roles: all_admin_roles,
+          children: [
+            {
+              key: "router-settings",
+              page: "router-settings",
+              label: "Router Settings",
+              icon: <SettingOutlined />,
+              roles: all_admin_roles,
+            },
+            {
+              key: "logging-and-alerts",
+              page: "logging-and-alerts",
+              label: "Logging & Alerts",
+              icon: <SettingOutlined />,
+              roles: all_admin_roles,
+            },
+            {
+              key: "admin-panel",
+              page: "admin-panel",
+              label: "Admin Settings",
+              icon: <SettingOutlined />,
+              roles: all_admin_roles,
+            },
+            {
+              key: "cost-tracking",
+              page: "cost-tracking",
+              label: "Cost Tracking",
+              icon: <BarChartOutlined />,
+              roles: all_admin_roles,
+            },
+            {
+              key: "ui-theme",
+              page: "ui-theme",
+              label: "UI Theme",
+              icon: <BgColorsOutlined />,
+              roles: all_admin_roles,
+            },
+          ],
         },
       ],
     },
   ];
-  // Find the menu item that matches the default page, including in submenus
-  const findMenuItemKey = (page: string): string => {
-    // Check top-level items
-    const topLevelItem = menuItems.find((item) => item.page === page);
-    if (topLevelItem) return topLevelItem.key;
 
-    // Check submenu items
-    for (const item of menuItems) {
-      if (item.children) {
-        const childItem = item.children.find((child) => child.page === page);
-        if (childItem) return childItem.key;
+  // Filter items based on user role
+  const filterItemsByRole = (items: MenuItem[]): MenuItem[] => {
+    return items
+      .filter((item) => !item.roles || item.roles.includes(userRole))
+      .map((item) => ({
+        ...item,
+        children: item.children ? filterItemsByRole(item.children) : undefined,
+      }));
+  };
+
+  // Build menu items with groups
+  const buildMenuItems = (): MenuProps["items"] => {
+    const items: MenuProps["items"] = [];
+
+    menuGroups.forEach((group) => {
+      // Check if group has role restriction
+      if (group.roles && !group.roles.includes(userRole)) {
+        return;
+      }
+
+      const filteredItems = filterItemsByRole(group.items);
+      if (filteredItems.length === 0) return;
+
+      // Add group with items
+      items.push({
+        type: "group",
+        label: collapsed ? null : (
+          <span
+            style={{
+              fontSize: "10px",
+              fontWeight: 600,
+              color: "#6b7280",
+              letterSpacing: "0.05em",
+              padding: "12px 0 4px 12px",
+              display: "block",
+              marginBottom: "2px",
+            }}
+          >
+            {group.groupLabel}
+          </span>
+        ),
+        children: filteredItems.map((item) => ({
+          key: item.key,
+          icon: item.icon,
+          label: item.label,
+          children: item.children?.map((child) => ({
+            key: child.key,
+            icon: child.icon,
+            label: child.label,
+            onClick: () => navigateToPage(child.page),
+          })),
+          onClick: !item.children ? () => navigateToPage(item.page) : undefined,
+        })),
+      });
+    });
+
+    return items;
+  };
+
+  // Find selected menu key
+  const findMenuItemKey = (page: string): string => {
+    for (const group of menuGroups) {
+      for (const item of group.items) {
+        if (item.page === page) return item.key;
+        if (item.children) {
+          const child = item.children.find((c) => c.page === page);
+          if (child) return child.key;
+        }
       }
     }
-    return "1"; // Default to first item if not found
+    return "api-keys";
   };
 
   const selectedMenuKey = findMenuItemKey(defaultSelectedKey);
 
-  const filteredMenuItems = menuItems.filter((item) => {
-    // Check if parent item has roles and user has access
-    const hasParentAccess = !item.roles || item.roles.includes(userRole);
-
-    console.log(`Menu item ${item.label}: roles=${item.roles}, userRole=${userRole}, hasAccess=${hasParentAccess}`);
-
-    if (!hasParentAccess) return false;
-
-    // Filter children if they exist
-    if (item.children) {
-      item.children = item.children.filter((child) => !child.roles || child.roles.includes(userRole));
-    }
-
-    return true;
-  });
-
   return (
     <Layout>
       <Sider
@@ -272,7 +384,7 @@ const Sidebar: React.FC<SidebarProps> = ({ accessToken, setPage, userRole, defau
         collapsible
         trigger={null}
         style={{
-          transition: "all 0.3s cubic-bezier(0.4, 0, 0.2, 1)", // Material Design easing
+          transition: "all 0.3s cubic-bezier(0.4, 0, 0.2, 1)",
           position: "relative",
         }}
       >
@@ -280,8 +392,15 @@ const Sidebar: React.FC<SidebarProps> = ({ accessToken, setPage, userRole, defau
           theme={{
             components: {
               Menu: {
-                iconSize: 18,
-                fontSize: 14,
+                iconSize: 15,
+                fontSize: 13,
+                itemMarginInline: 4,
+                itemPaddingInline: 8,
+                itemHeight: 30,
+                itemBorderRadius: 6,
+                subMenuItemBorderRadius: 6,
+                groupTitleFontSize: 10,
+                groupTitleLineHeight: 1.5,
               },
             },
           }}
@@ -289,38 +408,16 @@ const Sidebar: React.FC<SidebarProps> = ({ accessToken, setPage, userRole, defau
           <Menu
             mode="inline"
             selectedKeys={[selectedMenuKey]}
-            defaultOpenKeys={collapsed ? [] : ["llm-tools"]}
+            defaultOpenKeys={[]}
             inlineCollapsed={collapsed}
             className="custom-sidebar-menu"
             style={{
               borderRight: 0,
               backgroundColor: "transparent",
-              fontSize: "14px",
+              fontSize: "13px",
+              paddingTop: "4px",
             }}
-            items={filteredMenuItems.map((item) => ({
-              key: item.key,
-              icon: item.icon,
-              label: item.label,
-              children: item.children?.map((child) => ({
-                key: child.key,
-                icon: child.icon,
-                label: child.label,
-                onClick: () => {
-                  const newSearchParams = new URLSearchParams(window.location.search);
-                  newSearchParams.set("page", child.page);
-                  window.history.pushState(null, "", `?${newSearchParams.toString()}`);
-                  setPage(child.page);
-                },
-              })),
-              onClick: !item.children
-                ? () => {
-                    const newSearchParams = new URLSearchParams(window.location.search);
-                    newSearchParams.set("page", item.page);
-                    window.history.pushState(null, "", `?${newSearchParams.toString()}`);
-                    setPage(item.page);
-                  }
-                : undefined,
-            }))}
+            items={buildMenuItems()}
           />
         </ConfigProvider>
         {isAdminRole(userRole) && !collapsed && <UsageIndicator accessToken={accessToken} width={220} />}
diff --git a/ui/litellm-dashboard/src/components/navbar.tsx b/ui/litellm-dashboard/src/components/navbar.tsx
index 9113a0f54c0..e032649ae29 100644
--- a/ui/litellm-dashboard/src/components/navbar.tsx
+++ b/ui/litellm-dashboard/src/components/navbar.tsx
@@ -43,11 +43,28 @@ const Navbar: React.FC<NavbarProps> = ({
 }) => {
   const baseUrl = getProxyBaseUrl();
   const [logoutUrl, setLogoutUrl] = useState("");
+  const [version, setVersion] = useState("");
   const { logoUrl } = useTheme();
 
   // Simple logo URL: use custom logo if available, otherwise default
   const imageUrl = logoUrl || `${baseUrl}/get_image`;
 
+  useEffect(() => {
+    const fetchVersion = async () => {
+      try {
+        const response = await fetch(`${baseUrl}/health/readiness`);
+        const data = await response.json();
+        if (data.litellm_version) {
+          setVersion(data.litellm_version);
+        }
+      } catch (error) {
+        console.error("Failed to fetch version:", error);
+      }
+    };
+
+    fetchVersion();
+  }, [baseUrl]);
+
   useEffect(() => {
     const initializeProxySettings = async () => {
       if (accessToken) {
@@ -146,9 +163,30 @@ const Navbar: React.FC<NavbarProps> = ({
               </button>
             )}
 
-            <Link href="/" className="flex items-center">
-              <img src={imageUrl} alt="LiteLLM Brand" className="h-10 w-auto" />
-            </Link>
+            <div className="flex items-center">
+              <Link href="/" className="flex items-center">
+                <div className="relative">
+                  <img src={imageUrl} alt="LiteLLM Brand" className="h-10 w-auto" />
+                  <span 
+                    className="absolute -top-1 -right-2 text-lg animate-bounce"
+                    style={{ animationDuration: '2s' }}
+                    title="Happy Holidays!"
+                  >
+                    🎄
+                  </span>
+                </div>
+              </Link>
+              {version && (
+                <a
+                  href="https://docs.litellm.ai/release_notes"
+                  target="_blank"
+                  rel="noopener noreferrer"
+                  className="text-xs text-gray-500 border border-gray-200 rounded-lg px-2 py-0.5 bg-gray-50 font-medium -ml-2 hover:bg-gray-100 transition-colors cursor-pointer z-10"
+                >
+                  v{version}
+                </a>
+              )}
+            </div>
           </div>
           {/* Right side nav items */}
           <div className="flex items-center space-x-5 ml-auto">
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index acd448b3536..65c41c5aab4 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -221,7 +221,8 @@ export interface PublicModelHubInfo {
   docs_title: string;
   custom_docs_description: string | null;
   litellm_version: string;
-  useful_links: Record<string, string>;
+  // Supports both old format (Record<string, string>) and new format (Record<string, {url: string, index: number}>)
+  useful_links: Record<string, string | { url: string; index: number }>;
 }
 
 export interface LiteLLMWellKnownUiConfig {
@@ -2362,7 +2363,10 @@ export const modelExceptionsCall = async (
   }
 };
 
-export const updateUsefulLinksCall = async (accessToken: string, useful_links: Record<string, string>) => {
+export const updateUsefulLinksCall = async (
+  accessToken: string,
+  useful_links: Record<string, string | { url: string; index: number }>,
+) => {
   try {
     const url = proxyBaseUrl ? `${proxyBaseUrl}/model_hub/update_useful_links` : `/model_hub/update_useful_links`;
     const response = await fetch(url, {
diff --git a/ui/litellm-dashboard/src/components/new_usage.tsx b/ui/litellm-dashboard/src/components/new_usage.tsx
deleted file mode 100644
index fd89ddb869b..00000000000
--- a/ui/litellm-dashboard/src/components/new_usage.tsx
+++ /dev/null
@@ -1,931 +0,0 @@
-/**
- * New Usage Page
- *
- * Uses the new `/user/daily/activity` endpoint to get daily activity data for a user.
- *
- * Works at 1m+ spend logs, by querying an aggregate table instead.
- */
-
-import {
-  BarChart,
-  Card,
-  Col,
-  DateRangePickerValue,
-  DonutChart,
-  Grid,
-  Tab,
-  TabGroup,
-  Table,
-  TableBody,
-  TableCell,
-  TableHead,
-  TableHeaderCell,
-  TableRow,
-  TabList,
-  TabPanel,
-  TabPanels,
-  Text,
-  Title,
-} from "@tremor/react";
-import { Alert } from "antd";
-import React, { useCallback, useEffect, useMemo, useState } from "react";
-
-import { useCustomers } from "@/app/(dashboard)/hooks/customers/useCustomers";
-import { formatNumberWithCommas } from "@/utils/dataUtils";
-import { Button } from "@tremor/react";
-import { all_admin_roles } from "../utils/roles";
-import { ActivityMetrics, processActivityData } from "./activity_metrics";
-import CloudZeroExportModal from "./cloudzero_export_modal";
-import EntityUsage, { EntityList } from "./entity_usage";
-import EntityUsageExportModal from "./EntityUsageExport";
-import { Team } from "./key_team_helpers/key_list";
-import { Organization, tagListCall, userDailyActivityAggregatedCall, userDailyActivityCall } from "./networking";
-import { getProviderLogoAndName } from "./provider_info_helpers";
-import AdvancedDatePicker from "./shared/advanced_date_picker";
-import { ChartLoader } from "./shared/chart_loader";
-import { Tag } from "./tag_management/types";
-import TopKeyView from "./top_key_view";
-import { DailyData, KeyMetricWithMetadata, MetricWithMetadata } from "./usage/types";
-import { valueFormatterSpend } from "./usage/utils/value_formatters";
-import UserAgentActivity from "./user_agent_activity";
-import ViewUserSpend from "./view_user_spend";
-import { useAgents } from "@/app/(dashboard)/hooks/agents/useAgents";
-
-interface NewUsagePageProps {
-  accessToken: string | null;
-  userRole: string | null;
-  userID: string | null;
-  teams: Team[];
-  organizations: Organization[];
-  premiumUser: boolean;
-}
-
-const NewUsagePage: React.FC<NewUsagePageProps> = ({
-  accessToken,
-  userRole,
-  userID,
-  teams,
-  organizations,
-  premiumUser,
-}) => {
-  const [userSpendData, setUserSpendData] = useState<{
-    results: DailyData[];
-    metadata: any;
-  }>({ results: [], metadata: {} });
-
-  // Separate loading states for better UX
-  const [loading, setLoading] = useState(false);
-  const [isDateChanging, setIsDateChanging] = useState(false);
-
-  // Create initial dates outside of state to prevent recreation
-  const initialFromDate = useMemo(() => new Date(Date.now() - 7 * 24 * 60 * 60 * 1000), []);
-  const initialToDate = useMemo(() => new Date(), []);
-
-  // Single date state that directly triggers data fetching
-  const [dateValue, setDateValue] = useState<DateRangePickerValue>({
-    from: initialFromDate,
-    to: initialToDate,
-  });
-
-  const [allTags, setAllTags] = useState<EntityList[]>([]);
-  const { data: customers = [] } = useCustomers(accessToken, userRole);
-  const { data: agentsResponse } = useAgents(accessToken, userRole);
-  const [modelViewType, setModelViewType] = useState<"groups" | "individual">("groups");
-  const [isCloudZeroModalOpen, setIsCloudZeroModalOpen] = useState(false);
-  const [isGlobalExportModalOpen, setIsGlobalExportModalOpen] = useState(false);
-  const [showOrganizationBanner, setShowOrganizationBanner] = useState(true);
-  const [showCustomerBanner, setShowCustomerBanner] = useState(true);
-
-  const getAllTags = async () => {
-    if (!accessToken) {
-      return;
-    }
-    const tags = await tagListCall(accessToken);
-    setAllTags(
-      Object.values(tags).map((tag: Tag) => ({
-        label: tag.name,
-        value: tag.name,
-      })),
-    );
-  };
-
-  useEffect(() => {
-    getAllTags();
-  }, [accessToken]);
-
-  // Derived states from userSpendData
-  const totalSpend = userSpendData.metadata?.total_spend || 0;
-
-  // Calculate top models from the breakdown data
-  const getTopModels = () => {
-    const modelSpend: { [key: string]: MetricWithMetadata } = {};
-    userSpendData.results.forEach((day) => {
-      Object.entries(day.breakdown.models || {}).forEach(([model, metrics]) => {
-        if (!modelSpend[model]) {
-          modelSpend[model] = {
-            metrics: {
-              spend: 0,
-              prompt_tokens: 0,
-              completion_tokens: 0,
-              total_tokens: 0,
-              api_requests: 0,
-              successful_requests: 0,
-              failed_requests: 0,
-              cache_read_input_tokens: 0,
-              cache_creation_input_tokens: 0,
-            },
-            metadata: {},
-            api_key_breakdown: {},
-          };
-        }
-        modelSpend[model].metrics.spend += metrics.metrics.spend;
-        modelSpend[model].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
-        modelSpend[model].metrics.completion_tokens += metrics.metrics.completion_tokens;
-        modelSpend[model].metrics.total_tokens += metrics.metrics.total_tokens;
-        modelSpend[model].metrics.api_requests += metrics.metrics.api_requests;
-        modelSpend[model].metrics.successful_requests += metrics.metrics.successful_requests || 0;
-        modelSpend[model].metrics.failed_requests += metrics.metrics.failed_requests || 0;
-        modelSpend[model].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
-        modelSpend[model].metrics.cache_creation_input_tokens += metrics.metrics.cache_creation_input_tokens || 0;
-      });
-    });
-
-    return Object.entries(modelSpend)
-      .map(([model, metrics]) => ({
-        key: model,
-        spend: metrics.metrics.spend,
-        requests: metrics.metrics.api_requests,
-        successful_requests: metrics.metrics.successful_requests,
-        failed_requests: metrics.metrics.failed_requests,
-        tokens: metrics.metrics.total_tokens,
-      }))
-      .sort((a, b) => b.spend - a.spend)
-      .slice(0, 5);
-  };
-
-  const getTopModelGroups = () => {
-    const modelGroupSpend: { [key: string]: MetricWithMetadata } = {};
-    userSpendData.results.forEach((day) => {
-      Object.entries(day.breakdown.model_groups || {}).forEach(([modelGroup, metrics]) => {
-        if (!modelGroupSpend[modelGroup]) {
-          modelGroupSpend[modelGroup] = {
-            metrics: {
-              spend: 0,
-              prompt_tokens: 0,
-              completion_tokens: 0,
-              total_tokens: 0,
-              api_requests: 0,
-              successful_requests: 0,
-              failed_requests: 0,
-              cache_read_input_tokens: 0,
-              cache_creation_input_tokens: 0,
-            },
-            metadata: {},
-            api_key_breakdown: {},
-          };
-        }
-        modelGroupSpend[modelGroup].metrics.spend += metrics.metrics.spend;
-        modelGroupSpend[modelGroup].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
-        modelGroupSpend[modelGroup].metrics.completion_tokens += metrics.metrics.completion_tokens;
-        modelGroupSpend[modelGroup].metrics.total_tokens += metrics.metrics.total_tokens;
-        modelGroupSpend[modelGroup].metrics.api_requests += metrics.metrics.api_requests;
-        modelGroupSpend[modelGroup].metrics.successful_requests += metrics.metrics.successful_requests || 0;
-        modelGroupSpend[modelGroup].metrics.failed_requests += metrics.metrics.failed_requests || 0;
-        modelGroupSpend[modelGroup].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
-        modelGroupSpend[modelGroup].metrics.cache_creation_input_tokens +=
-          metrics.metrics.cache_creation_input_tokens || 0;
-      });
-    });
-
-    return Object.entries(modelGroupSpend)
-      .map(([modelGroup, metrics]) => ({
-        key: modelGroup,
-        spend: metrics.metrics.spend,
-        requests: metrics.metrics.api_requests,
-        successful_requests: metrics.metrics.successful_requests,
-        failed_requests: metrics.metrics.failed_requests,
-        tokens: metrics.metrics.total_tokens,
-      }))
-      .sort((a, b) => b.spend - a.spend)
-      .slice(0, 5);
-  };
-
-  // Calculate provider spend from the breakdown data
-  const getProviderSpend = () => {
-    const providerSpend: { [key: string]: MetricWithMetadata } = {};
-    userSpendData.results.forEach((day) => {
-      Object.entries(day.breakdown.providers || {}).forEach(([provider, metrics]) => {
-        if (!providerSpend[provider]) {
-          providerSpend[provider] = {
-            metrics: {
-              spend: 0,
-              prompt_tokens: 0,
-              completion_tokens: 0,
-              total_tokens: 0,
-              api_requests: 0,
-              successful_requests: 0,
-              failed_requests: 0,
-              cache_read_input_tokens: 0,
-              cache_creation_input_tokens: 0,
-            },
-            metadata: {},
-            api_key_breakdown: {},
-          };
-        }
-        providerSpend[provider].metrics.spend += metrics.metrics.spend;
-        providerSpend[provider].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
-        providerSpend[provider].metrics.completion_tokens += metrics.metrics.completion_tokens;
-        providerSpend[provider].metrics.total_tokens += metrics.metrics.total_tokens;
-        providerSpend[provider].metrics.api_requests += metrics.metrics.api_requests;
-        providerSpend[provider].metrics.successful_requests += metrics.metrics.successful_requests || 0;
-        providerSpend[provider].metrics.failed_requests += metrics.metrics.failed_requests || 0;
-        providerSpend[provider].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
-        providerSpend[provider].metrics.cache_creation_input_tokens += metrics.metrics.cache_creation_input_tokens || 0;
-      });
-    });
-
-    return Object.entries(providerSpend).map(([provider, metrics]) => ({
-      provider,
-      spend: metrics.metrics.spend,
-      requests: metrics.metrics.api_requests,
-      successful_requests: metrics.metrics.successful_requests,
-      failed_requests: metrics.metrics.failed_requests,
-      tokens: metrics.metrics.total_tokens,
-    }));
-  };
-
-  // Calculate top API keys from the breakdown data
-  const getTopKeys = () => {
-    const keySpend: { [key: string]: KeyMetricWithMetadata } = {};
-    userSpendData.results.forEach((day) => {
-      Object.entries(day.breakdown.api_keys || {}).forEach(([key, metrics]) => {
-        if (!keySpend[key]) {
-          keySpend[key] = {
-            metrics: {
-              spend: 0,
-              prompt_tokens: 0,
-              completion_tokens: 0,
-              total_tokens: 0,
-              api_requests: 0,
-              successful_requests: 0,
-              failed_requests: 0,
-              cache_read_input_tokens: 0,
-              cache_creation_input_tokens: 0,
-            },
-            metadata: {
-              key_alias: metrics.metadata.key_alias,
-              team_id: null,
-              tags: metrics.metadata.tags || [], // This gets key-level tags
-            },
-          };
-        }
-        keySpend[key].metrics.spend += metrics.metrics.spend;
-        keySpend[key].metrics.prompt_tokens += metrics.metrics.prompt_tokens;
-        keySpend[key].metrics.completion_tokens += metrics.metrics.completion_tokens;
-        keySpend[key].metrics.total_tokens += metrics.metrics.total_tokens;
-        keySpend[key].metrics.api_requests += metrics.metrics.api_requests;
-        keySpend[key].metrics.successful_requests += metrics.metrics.successful_requests;
-        keySpend[key].metrics.failed_requests += metrics.metrics.failed_requests;
-        keySpend[key].metrics.cache_read_input_tokens += metrics.metrics.cache_read_input_tokens || 0;
-        keySpend[key].metrics.cache_creation_input_tokens += metrics.metrics.cache_creation_input_tokens || 0;
-      });
-    });
-
-    console.log("debugTags", { keySpend, userSpendData });
-
-    return Object.entries(keySpend)
-      .map(([api_key, metrics]) => ({
-        api_key,
-        key_alias: metrics.metadata.key_alias || "-", // Using truncated key as alias
-        tags: metrics.metadata.tags || [], // This will show key-level tags
-        spend: metrics.metrics.spend,
-      }))
-      .sort((a, b) => b.spend - a.spend)
-      .slice(0, 5);
-  };
-
-  const fetchUserSpendData = useCallback(async () => {
-    if (!accessToken || !dateValue.from || !dateValue.to) return;
-
-    setLoading(true);
-
-    // Create new Date objects to avoid mutating the original dates
-    const startTime = new Date(dateValue.from);
-    const endTime = new Date(dateValue.to);
-
-    try {
-      // Prefer aggregated endpoint to avoid many page requests
-      try {
-        const aggregated = await userDailyActivityAggregatedCall(accessToken, startTime, endTime);
-        setUserSpendData(aggregated);
-        return;
-      } catch (e) {
-        // Fallback to paginated calls if aggregated endpoint is unavailable
-      }
-
-      const firstPageData = await userDailyActivityCall(accessToken, startTime, endTime);
-
-      if (firstPageData.metadata.total_pages <= 1) {
-        setUserSpendData(firstPageData);
-        return;
-      }
-
-      const allResults = [...firstPageData.results];
-      const aggregatedMetadata = { ...firstPageData.metadata };
-
-      for (let page = 2; page <= firstPageData.metadata.total_pages; page++) {
-        const pageData = await userDailyActivityCall(accessToken, startTime, endTime, page);
-        allResults.push(...pageData.results);
-        if (pageData.metadata) {
-          aggregatedMetadata.total_spend += pageData.metadata.total_spend || 0;
-          aggregatedMetadata.total_api_requests += pageData.metadata.total_api_requests || 0;
-          aggregatedMetadata.total_successful_requests += pageData.metadata.total_successful_requests || 0;
-          aggregatedMetadata.total_failed_requests += pageData.metadata.total_failed_requests || 0;
-          aggregatedMetadata.total_tokens += pageData.metadata.total_tokens || 0;
-        }
-      }
-
-      setUserSpendData({
-        results: allResults,
-        metadata: aggregatedMetadata,
-      });
-    } catch (error) {
-      console.error("Error fetching user spend data:", error);
-    } finally {
-      setLoading(false);
-      setIsDateChanging(false);
-    }
-  }, [accessToken, dateValue.from, dateValue.to]);
-
-  // Super responsive date change handler
-  const handleDateChange = useCallback((newValue: DateRangePickerValue) => {
-    // Instant visual feedback
-    setIsDateChanging(true);
-    setLoading(true);
-
-    // Update date immediately for UI responsiveness
-    setDateValue(newValue);
-  }, []);
-
-  // Debounced effect for data fetching with shorter delay
-  useEffect(() => {
-    if (!dateValue.from || !dateValue.to) return;
-
-    const timeoutId = setTimeout(() => {
-      fetchUserSpendData();
-    }, 50); // Very short debounce
-
-    return () => clearTimeout(timeoutId);
-  }, [fetchUserSpendData]);
-
-  const modelMetrics = processActivityData(userSpendData, "models");
-  const keyMetrics = processActivityData(userSpendData, "api_keys");
-  const mcpServerMetrics = processActivityData(userSpendData, "mcp_servers");
-
-  return (
-    <div style={{ width: "100%" }} className="p-8 relative">
-      {/* Export Data Button - Positioned in top right corner */}
-      {/* {all_admin_roles.includes(userRole || "") && (
-        <div className="absolute top-4 right-4 z-10">
-          <button
-            onClick={() => setIsCloudZeroModalOpen(true)}
-            className="bg-indigo-600 hover:bg-indigo-700 text-white px-4 py-2 rounded-full flex items-center gap-2 shadow-lg transition-colors duration-200 text-sm font-medium"
-          >
-            <svg 
-              className="w-4 h-4" 
-              fill="none" 
-              stroke="currentColor" 
-              viewBox="0 0 24 24"
-              strokeWidth={2}
-            >
-              <path 
-                strokeLinecap="round" 
-                strokeLinejoin="round" 
-                d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-4l-4 4m0 0l-4-4m4 4V4" 
-              />
-            </svg>
-            Export Data
-            <svg 
-              className="w-3 h-3" 
-              fill="none" 
-              stroke="currentColor" 
-              viewBox="0 0 24 24"
-              strokeWidth={2}
-            >
-              <path 
-                strokeLinecap="round" 
-                strokeLinejoin="round" 
-                d="M19 9l-7 7-7-7" 
-              />
-            </svg>
-          </button>
-        </div>
-      )} */}
-
-      {/* Global Date Picker and Tabs - Single Row */}
-      <div className="flex items-end justify-between gap-6 mb-6">
-        <div className="flex-1">
-          <TabGroup>
-            <div className="flex items-end justify-between gap-6 mb-6 w-full">
-              <TabList variant="solid">
-                {all_admin_roles.includes(userRole || "") ? <Tab>Global Usage</Tab> : <Tab>Your Usage</Tab>}
-                {all_admin_roles.includes(userRole || "") ? (
-                  <Tab>Organization Usage</Tab>
-                ) : (
-                  <Tab>Your Organization Usage</Tab>
-                )}
-                <Tab>Team Usage</Tab>
-                {all_admin_roles.includes(userRole || "") ? <Tab>Customer Usage</Tab> : <></>}
-                {all_admin_roles.includes(userRole || "") ? <Tab>Tag Usage</Tab> : <></>}
-                {all_admin_roles.includes(userRole || "") ? <Tab>Agent Usage</Tab> : <></>}
-                {all_admin_roles.includes(userRole || "") ? <Tab>User Agent Activity</Tab> : <></>}
-              </TabList>
-              <AdvancedDatePicker value={dateValue} onValueChange={handleDateChange} />
-            </div>
-            <TabPanels>
-              {/* Your Usage Panel */}
-              <TabPanel>
-                <TabGroup>
-                  <div className="flex justify-between items-center">
-                    <TabList variant="solid" className="mt-1">
-                      <Tab>Cost</Tab>
-                      <Tab>Model Activity</Tab>
-                      <Tab>Key Activity</Tab>
-                      <Tab>MCP Server Activity</Tab>
-                    </TabList>
-                    <Button
-                      onClick={() => setIsGlobalExportModalOpen(true)}
-                      icon={() => (
-                        <svg className="w-4 h-4" fill="none" stroke="currentColor" viewBox="0 0 24 24">
-                          <path
-                            strokeLinecap="round"
-                            strokeLinejoin="round"
-                            strokeWidth={2}
-                            d="M4 16v1a3 3 0 003 3h10a3 3 0 003-3v-1m-4-4l-4 4m0 0l-4-4m4 4V4"
-                          />
-                        </svg>
-                      )}
-                    >
-                      Export Data
-                    </Button>
-                  </div>
-                  <TabPanels>
-                    {/* Cost Panel */}
-                    <TabPanel>
-                      <Grid numItems={2} className="gap-2 w-full">
-                        {/* Total Spend Card */}
-                        <Col numColSpan={2}>
-                          <Text className="text-tremor-default text-tremor-content dark:text-dark-tremor-content mb-2 mt-2 text-lg">
-                            Project Spend{" "}
-                            {dateValue.from && dateValue.to && (
-                              <>
-                                {dateValue.from.toLocaleDateString("en-US", {
-                                  month: "short",
-                                  day: "numeric",
-                                  year:
-                                    dateValue.from.getFullYear() !== dateValue.to.getFullYear() ? "numeric" : undefined,
-                                })}
-                                {" - "}
-                                {dateValue.to.toLocaleDateString("en-US", {
-                                  month: "short",
-                                  day: "numeric",
-                                  year: "numeric",
-                                })}
-                              </>
-                            )}
-                          </Text>
-
-                          <ViewUserSpend
-                            userID={userID}
-                            userRole={userRole}
-                            accessToken={accessToken}
-                            userSpend={totalSpend}
-                            selectedTeam={null}
-                            userMaxBudget={null}
-                          />
-                        </Col>
-
-                        <Col numColSpan={2}>
-                          <Card>
-                            <Title>Usage Metrics</Title>
-                            <Grid numItems={5} className="gap-4 mt-4">
-                              <Card>
-                                <Title>Total Requests</Title>
-                                <Text className="text-2xl font-bold mt-2">
-                                  {userSpendData.metadata?.total_api_requests?.toLocaleString() || 0}
-                                </Text>
-                              </Card>
-                              <Card>
-                                <Title>Successful Requests</Title>
-                                <Text className="text-2xl font-bold mt-2 text-green-600">
-                                  {userSpendData.metadata?.total_successful_requests?.toLocaleString() || 0}
-                                </Text>
-                              </Card>
-                              <Card>
-                                <Title>Failed Requests</Title>
-                                <Text className="text-2xl font-bold mt-2 text-red-600">
-                                  {userSpendData.metadata?.total_failed_requests?.toLocaleString() || 0}
-                                </Text>
-                              </Card>
-                              <Card>
-                                <Title>Total Tokens</Title>
-                                <Text className="text-2xl font-bold mt-2">
-                                  {userSpendData.metadata?.total_tokens?.toLocaleString() || 0}
-                                </Text>
-                              </Card>
-                              <Card>
-                                <Title>Average Cost per Request</Title>
-                                <Text className="text-2xl font-bold mt-2">
-                                  $
-                                  {formatNumberWithCommas(
-                                    (totalSpend || 0) / (userSpendData.metadata?.total_api_requests || 1),
-                                    4,
-                                  )}
-                                </Text>
-                              </Card>
-                            </Grid>
-                          </Card>
-                        </Col>
-
-                        {/* Daily Spend Chart */}
-                        <Col numColSpan={2}>
-                          <Card>
-                            <Title>Daily Spend</Title>
-                            {loading ? (
-                              <ChartLoader isDateChanging={isDateChanging} />
-                            ) : (
-                              <BarChart
-                                data={[...userSpendData.results].sort(
-                                  (a, b) => new Date(a.date).getTime() - new Date(b.date).getTime(),
-                                )}
-                                index="date"
-                                categories={["metrics.spend"]}
-                                colors={["cyan"]}
-                                valueFormatter={valueFormatterSpend}
-                                yAxisWidth={100}
-                                showLegend={false}
-                                customTooltip={({ payload, active }) => {
-                                  if (!active || !payload?.[0]) return null;
-                                  const data = payload[0].payload;
-                                  return (
-                                    <div className="bg-white p-4 shadow-lg rounded-lg border">
-                                      <p className="font-bold">{data.date}</p>
-                                      <p className="text-cyan-500">
-                                        Spend: ${formatNumberWithCommas(data.metrics.spend, 2)}
-                                      </p>
-                                      <p className="text-gray-600">Requests: {data.metrics.api_requests}</p>
-                                      <p className="text-gray-600">Successful: {data.metrics.successful_requests}</p>
-                                      <p className="text-gray-600">Failed: {data.metrics.failed_requests}</p>
-                                      <p className="text-gray-600">Tokens: {data.metrics.total_tokens}</p>
-                                    </div>
-                                  );
-                                }}
-                              />
-                            )}
-                          </Card>
-                        </Col>
-                        {/* Top API Keys */}
-                        <Col numColSpan={1}>
-                          <Card className="h-full">
-                            <Title>Top Virtual Keys</Title>
-                            <TopKeyView
-                              topKeys={getTopKeys()}
-                              accessToken={accessToken}
-                              userID={userID}
-                              userRole={userRole}
-                              teams={null}
-                              premiumUser={premiumUser}
-                            />
-                          </Card>
-                        </Col>
-
-                        {/* Top Models */}
-                        <Col numColSpan={1}>
-                          <Card className="h-full">
-                            <div className="flex justify-between items-center mb-4">
-                              <Title>
-                                {modelViewType === "groups" ? "Top Public Model Names" : "Top Litellm Models"}
-                              </Title>
-                              <div className="flex bg-gray-100 rounded-lg p-1">
-                                <button
-                                  className={`px-3 py-1 text-sm rounded-md transition-colors ${
-                                    modelViewType === "groups"
-                                      ? "bg-white shadow-sm text-gray-900"
-                                      : "text-gray-600 hover:text-gray-900"
-                                  }`}
-                                  onClick={() => setModelViewType("groups")}
-                                >
-                                  Public Model Name
-                                </button>
-                                <button
-                                  className={`px-3 py-1 text-sm rounded-md transition-colors ${
-                                    modelViewType === "individual"
-                                      ? "bg-white shadow-sm text-gray-900"
-                                      : "text-gray-600 hover:text-gray-900"
-                                  }`}
-                                  onClick={() => setModelViewType("individual")}
-                                >
-                                  Litellm Model Name
-                                </button>
-                              </div>
-                            </div>
-                            {loading ? (
-                              <ChartLoader isDateChanging={isDateChanging} />
-                            ) : (
-                              <BarChart
-                                className="mt-4 h-40"
-                                data={modelViewType === "groups" ? getTopModelGroups() : getTopModels()}
-                                index="key"
-                                categories={["spend"]}
-                                colors={["cyan"]}
-                                valueFormatter={valueFormatterSpend}
-                                layout="vertical"
-                                yAxisWidth={200}
-                                showLegend={false}
-                                customTooltip={({ payload, active }) => {
-                                  if (!active || !payload?.[0]) return null;
-                                  const data = payload[0].payload;
-                                  return (
-                                    <div className="bg-white p-4 shadow-lg rounded-lg border">
-                                      <p className="font-bold">{data.key}</p>
-                                      <p className="text-cyan-500">Spend: ${formatNumberWithCommas(data.spend, 2)}</p>
-                                      <p className="text-gray-600">Total Requests: {data.requests.toLocaleString()}</p>
-                                      <p className="text-green-600">
-                                        Successful: {data.successful_requests.toLocaleString()}
-                                      </p>
-                                      <p className="text-red-600">Failed: {data.failed_requests.toLocaleString()}</p>
-                                      <p className="text-gray-600">Tokens: {data.tokens.toLocaleString()}</p>
-                                    </div>
-                                  );
-                                }}
-                              />
-                            )}
-                          </Card>
-                        </Col>
-
-                        {/* Spend by Provider */}
-                        <Col numColSpan={2}>
-                          <Card className="h-full">
-                            <div className="flex justify-between items-center mb-4">
-                              <Title>Spend by Provider</Title>
-                            </div>
-                            {loading ? (
-                              <ChartLoader isDateChanging={isDateChanging} />
-                            ) : (
-                              <Grid numItems={2}>
-                                <Col numColSpan={1}>
-                                  <DonutChart
-                                    className="mt-4 h-40"
-                                    data={getProviderSpend()}
-                                    index="provider"
-                                    category="spend"
-                                    valueFormatter={(value) => `$${formatNumberWithCommas(value, 2)}`}
-                                    colors={["cyan"]}
-                                  />
-                                </Col>
-                                <Col numColSpan={1}>
-                                  <Table>
-                                    <TableHead>
-                                      <TableRow>
-                                        <TableHeaderCell>Provider</TableHeaderCell>
-                                        <TableHeaderCell>Spend</TableHeaderCell>
-                                        <TableHeaderCell className="text-green-600">Successful</TableHeaderCell>
-                                        <TableHeaderCell className="text-red-600">Failed</TableHeaderCell>
-                                        <TableHeaderCell>Tokens</TableHeaderCell>
-                                      </TableRow>
-                                    </TableHead>
-                                    <TableBody>
-                                      {getProviderSpend()
-                                        .filter((provider) => provider.spend > 0)
-                                        .map((provider) => (
-                                          <TableRow key={provider.provider}>
-                                            <TableCell>
-                                              <div className="flex items-center space-x-2">
-                                                {provider.provider && (
-                                                  <img
-                                                    src={getProviderLogoAndName(provider.provider).logo}
-                                                    alt={`${provider.provider} logo`}
-                                                    className="w-4 h-4"
-                                                    onError={(e) => {
-                                                      const target = e.target as HTMLImageElement;
-                                                      const parent = target.parentElement;
-                                                      if (parent) {
-                                                        const fallbackDiv = document.createElement("div");
-                                                        fallbackDiv.className =
-                                                          "w-4 h-4 rounded-full bg-gray-200 flex items-center justify-center text-xs";
-                                                        fallbackDiv.textContent = provider.provider?.charAt(0) || "-";
-                                                        parent.replaceChild(fallbackDiv, target);
-                                                      }
-                                                    }}
-                                                  />
-                                                )}
-                                                <span>{provider.provider}</span>
-                                              </div>
-                                            </TableCell>
-                                            <TableCell>${formatNumberWithCommas(provider.spend, 2)}</TableCell>
-                                            <TableCell className="text-green-600">
-                                              {provider.successful_requests.toLocaleString()}
-                                            </TableCell>
-                                            <TableCell className="text-red-600">
-                                              {provider.failed_requests.toLocaleString()}
-                                            </TableCell>
-                                            <TableCell>{provider.tokens.toLocaleString()}</TableCell>
-                                          </TableRow>
-                                        ))}
-                                    </TableBody>
-                                  </Table>
-                                </Col>
-                              </Grid>
-                            )}
-                          </Card>
-                        </Col>
-
-                        {/* Usage Metrics */}
-                      </Grid>
-                    </TabPanel>
-
-                    {/* Activity Panel */}
-                    <TabPanel>
-                      <ActivityMetrics modelMetrics={modelMetrics} />
-                    </TabPanel>
-                    <TabPanel>
-                      <ActivityMetrics modelMetrics={keyMetrics} />
-                    </TabPanel>
-                    <TabPanel>
-                      <ActivityMetrics modelMetrics={mcpServerMetrics} />
-                    </TabPanel>
-                  </TabPanels>
-                </TabGroup>
-              </TabPanel>
-
-              {/* Organization Usage Panel */}
-              <TabPanel>
-                {showOrganizationBanner && (
-                  <Alert
-                    banner
-                    type="info"
-                    message="Organization usage is a new feature."
-                    description="Spend is tracked from feature launch and previous data isn't backfilled, so only future usage appears here."
-                    closable
-                    onClose={() => setShowOrganizationBanner(false)}
-                    className="mb-5"
-                  />
-                )}
-                <EntityUsage
-                  accessToken={accessToken}
-                  entityType="organization"
-                  userID={userID}
-                  userRole={userRole}
-                  dateValue={dateValue}
-                  entityList={
-                    organizations?.map((organization) => ({
-                      label: organization.organization_alias,
-                      value: organization.organization_id,
-                    })) || null
-                  }
-                  premiumUser={premiumUser}
-                />
-              </TabPanel>
-
-              {/* Team Usage Panel */}
-              <TabPanel>
-                <EntityUsage
-                  accessToken={accessToken}
-                  entityType="team"
-                  userID={userID}
-                  userRole={userRole}
-                  entityList={
-                    teams?.map((team) => ({
-                      label: team.team_alias,
-                      value: team.team_id,
-                    })) || null
-                  }
-                  premiumUser={premiumUser}
-                  dateValue={dateValue}
-                />
-              </TabPanel>
-
-              {/* Customer Usage Panel */}
-              <TabPanel>
-                {showCustomerBanner && (
-                  <Alert
-                    banner
-                    type="info"
-                    message="Customer usage is a new feature."
-                    description="Spend is tracked from feature launch and previous data isn't backfilled, so only future usage appears here."
-                    closable
-                    onClose={() => setShowCustomerBanner(false)}
-                    className="mb-5"
-                  />
-                )}
-                <EntityUsage
-                  accessToken={accessToken}
-                  entityType="customer"
-                  userID={userID}
-                  userRole={userRole}
-                  entityList={
-                    customers?.map((customer) => ({
-                      label: customer.alias || customer.user_id,
-                      value: customer.user_id,
-                    })) || null
-                  }
-                  premiumUser={premiumUser}
-                  dateValue={dateValue}
-                />
-              </TabPanel>
-              {/* Tag Usage Panel */}
-              <TabPanel>
-                <EntityUsage
-                  accessToken={accessToken}
-                  entityType="tag"
-                  userID={userID}
-                  userRole={userRole}
-                  entityList={allTags}
-                  premiumUser={premiumUser}
-                  dateValue={dateValue}
-                />
-              </TabPanel>
-              <TabPanel>
-                <EntityUsage
-                  accessToken={accessToken}
-                  entityType="agent"
-                  userID={userID}
-                  userRole={userRole}
-                  entityList={
-                    agentsResponse?.agents?.map((agent) => ({ label: agent.agent_name, value: agent.agent_id })) || null
-                  }
-                  premiumUser={premiumUser}
-                  dateValue={dateValue}
-                />
-              </TabPanel>
-              {/* User Agent Activity Panel */}
-              <TabPanel>
-                <UserAgentActivity accessToken={accessToken} userRole={userRole} dateValue={dateValue} />
-              </TabPanel>
-            </TabPanels>
-          </TabGroup>
-        </div>
-      </div>
-
-      {/* CloudZero Export Modal */}
-      <CloudZeroExportModal
-        isOpen={isCloudZeroModalOpen}
-        onClose={() => setIsCloudZeroModalOpen(false)}
-        accessToken={accessToken}
-      />
-
-      {/* Global Usage Export Modal */}
-      <EntityUsageExportModal
-        isOpen={isGlobalExportModalOpen}
-        onClose={() => setIsGlobalExportModalOpen(false)}
-        entityType="team"
-        spendData={{
-          results: userSpendData.results,
-          metadata: userSpendData.metadata,
-        }}
-        dateRange={dateValue}
-        selectedFilters={[]}
-        customTitle="Export Usage Data"
-      />
-    </div>
-  );
-};
-
-// Add this helper function to process model-specific activity data
-const getModelActivityData = (userSpendData: { results: DailyData[]; metadata: any }) => {
-  const modelData: {
-    [key: string]: {
-      total_requests: number;
-      total_tokens: number;
-      daily_data: Array<{
-        date: string;
-        api_requests: number;
-        total_tokens: number;
-      }>;
-    };
-  } = {};
-
-  userSpendData.results.forEach((day: DailyData) => {
-    Object.entries(day.breakdown.models || {}).forEach(([model, metrics]) => {
-      if (!modelData[model]) {
-        modelData[model] = {
-          total_requests: 0,
-          total_tokens: 0,
-          daily_data: [],
-        };
-      }
-
-      modelData[model].total_requests += metrics.metrics.api_requests;
-      modelData[model].total_tokens += metrics.metrics.total_tokens;
-      modelData[model].daily_data.push({
-        date: day.date,
-        api_requests: metrics.metrics.api_requests,
-        total_tokens: metrics.metrics.total_tokens,
-      });
-    });
-  });
-
-  return modelData;
-};
-
-export default NewUsagePage;
diff --git a/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.test.tsx b/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.test.tsx
index 7f970128465..2de324499e1 100644
--- a/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.test.tsx
+++ b/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.test.tsx
@@ -182,4 +182,40 @@ describe("ChatUI", () => {
       expect(screen.queryByText("ResponsesModel")).toBeNull();
     });
   });
+
+  /**
+   * Tests that the 'Enter custom model' option is available in the model selector dropdown.
+   * This ensures users can manually enter a model name if it's not in the list.
+   */
+  it("should show 'Enter custom model' option in model selector", async () => {
+    const { getByText } = render(
+      <ChatUI
+        accessToken="1234567890"
+        token="1234567890"
+        userRole="user"
+        userID="1234567890"
+        disabledPersonalKeyCreation={false}
+      />,
+    );
+
+    // Wait for the component to render
+    await waitFor(() => {
+      expect(getByText("Test Key")).toBeInTheDocument();
+    });
+
+    // Open the "Select Model" dropdown
+    const selectModelLabel = getByText("Select Model");
+    const modelSelectContainer = selectModelLabel.closest("div");
+    const modelSelect = modelSelectContainer?.querySelector(".ant-select-selector");
+
+    fireEvent.mouseDown(modelSelect!);
+
+    await waitFor(() => {
+      // Get all options in the dropdown (Ant Design renders these in a portal)
+      const options = document.querySelectorAll(".ant-select-item-option-content");
+      expect(options.length).toBeGreaterThan(0);
+      // Check if the first option is 'Enter custom model'
+      expect(options[0]).toHaveTextContent("Enter custom model");
+    });
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.tsx b/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.tsx
index 31cb87611ad..a963aa706be 100644
--- a/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.tsx
+++ b/ui/litellm-dashboard/src/components/playground/chat_ui/ChatUI.tsx
@@ -1208,6 +1208,7 @@ const ChatUI: React.FC<ChatUIProps> = ({
                     placeholder="Select a Model"
                     onChange={onModelChange}
                     options={[
+                      { value: "custom", label: "Enter custom model", key: "custom" },
                       ...Array.from(
                         new Set(
                           modelInfo
@@ -1237,7 +1238,6 @@ const ChatUI: React.FC<ChatUIProps> = ({
                         label: model_group,
                         key: index,
                       })),
-                      { value: "custom", label: "Enter custom model", key: "custom" },
                     ]}
                     style={{ width: "100%" }}
                     showSearch={true}
@@ -1860,6 +1860,25 @@ const ChatUI: React.FC<ChatUIProps> = ({
                 </div>
               )}
 
+              {/* Suggested prompts - show when chat is empty and not loading */}
+              {chatHistory.length === 0 && !isLoading && (
+                <div className="flex items-center gap-2 mb-3 overflow-x-auto">
+                  {(endpointType === EndpointType.A2A_AGENTS
+                    ? ["What can you help me with?", "Tell me about yourself", "What tasks can you perform?"]
+                    : ["Write me a poem", "Explain quantum computing", "Draft a polite email requesting a meeting"]
+                  ).map((prompt) => (
+                    <button
+                      key={prompt}
+                      type="button"
+                      className="shrink-0 rounded-full border border-gray-200 px-3 py-1 text-xs font-medium text-gray-600 transition-colors hover:bg-blue-50 hover:border-blue-300 hover:text-blue-600 cursor-pointer"
+                      onClick={() => setInputMessage(prompt)}
+                    >
+                      {prompt}
+                    </button>
+                  ))}
+                </div>
+              )}
+
               <div className="flex items-center gap-2">
                 <div className="flex items-center flex-1 bg-white border border-gray-300 rounded-xl px-3 py-1 min-h-[44px]">
                   {/* Left: attachment and code interpreter icons */}
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx
index 9ba09535053..ff35188bbb5 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/CompareUI.tsx
@@ -11,11 +11,24 @@ import type { TokenUsage } from "../chat_ui/ResponseMetrics";
 import type { MessageType, VectorStoreSearchResponse } from "../chat_ui/types";
 import { makeOpenAIChatCompletionRequest } from "../llm_calls/chat_completion";
 import { fetchAvailableModels } from "../llm_calls/fetch_models";
+import { Agent, fetchAvailableAgents } from "../llm_calls/fetch_agents";
+import { makeA2AStreamMessageRequest } from "../llm_calls/a2a_send_message";
 import { ComparisonPanel } from "./components/ComparisonPanel";
 import { MessageInput } from "./components/MessageInput";
+import {
+  EndpointId,
+  EndpointIdType,
+  getAvailableEndpoints,
+  getEndpointConfig,
+  isAgentEndpoint,
+  hasValidSelection,
+  modelOptionsToSelectorOptions,
+  agentOptionsToSelectorOptions,
+} from "./endpoint_config";
 export interface ComparisonInstance {
   id: string;
   model: string;
+  agent: string;
   messages: MessageType[];
   isLoading: boolean;
   tags: string[];
@@ -38,12 +51,13 @@ const GENERIC_FOLLOW_UPS = [
   "What are the next steps?",
 ];
 const SUGGESTED_PROMPTS = ["Write me a poem", "Explain quantum computing", "Draft a polite email requesting a meeting"];
-const DEFAULT_ENDPOINT = "/v1/chat/completions";
+const DEFAULT_ENDPOINT = EndpointId.CHAT_COMPLETIONS;
 export default function CompareUI({ accessToken, disabledPersonalKeyCreation }: CompareUIProps) {
   const [comparisons, setComparisons] = useState<ComparisonInstance[]>([
     {
       id: "1",
       model: "",
+      agent: "",
       messages: [],
       isLoading: false,
       tags: [],
@@ -58,6 +72,7 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     {
       id: "2",
       model: "",
+      agent: "",
       messages: [],
       isLoading: false,
       tags: [],
@@ -71,7 +86,18 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     },
   ]);
   const [modelOptions, setModelOptions] = useState<string[]>([]);
+  const [agentOptions, setAgentOptions] = useState<Agent[]>([]);
   const [isLoadingModels, setIsLoadingModels] = useState(false);
+  const [isLoadingAgents, setIsLoadingAgents] = useState(false);
+  const [selectedEndpoint, setSelectedEndpoint] = useState<EndpointIdType>(DEFAULT_ENDPOINT);
+  
+  // Derived state from endpoint config
+  const endpointConfig = getEndpointConfig(selectedEndpoint);
+  const isA2AMode = isAgentEndpoint(selectedEndpoint);
+  const selectorOptions = isA2AMode
+    ? agentOptionsToSelectorOptions(agentOptions)
+    : modelOptionsToSelectorOptions(modelOptions);
+  const isLoadingOptions = isA2AMode ? isLoadingAgents : isLoadingModels;
   const [inputValue, setInputValue] = useState("");
   const [uploadedFile, setUploadedFile] = useState<File | null>(null);
   const [uploadedFilePreviewUrl, setUploadedFilePreviewUrl] = useState<string | null>(null);
@@ -134,6 +160,37 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
       active = false;
     };
   }, [effectiveApiKey]);
+
+  // Fetch agents when A2A mode is selected
+  useEffect(() => {
+    let active = true;
+    const loadAgents = async () => {
+      if (!effectiveApiKey || !isA2AMode) {
+        setAgentOptions([]);
+        return;
+      }
+      setIsLoadingAgents(true);
+      try {
+        const agents = await fetchAvailableAgents(effectiveApiKey);
+        if (!active) return;
+        setAgentOptions(agents);
+      } catch (error) {
+        console.error("CompareUI: failed to fetch agents", error);
+        if (active) {
+          setAgentOptions([]);
+        }
+      } finally {
+        if (active) {
+          setIsLoadingAgents(false);
+        }
+      }
+    };
+    loadAgents();
+    return () => {
+      active = false;
+    };
+  }, [effectiveApiKey, isA2AMode]);
+
   useEffect(() => {
     if (modelOptions.length === 0) {
       return;
@@ -160,10 +217,12 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     if (comparisons.length >= maxComparisons) {
       return;
     }
-    const fallback = modelOptions[comparisons.length % (modelOptions.length || 1)] ?? "";
+    const fallbackModel = modelOptions[comparisons.length % (modelOptions.length || 1)] ?? "";
+    const fallbackAgent = agentOptions[comparisons.length % (agentOptions.length || 1)]?.agent_name ?? "";
     const newComparison: ComparisonInstance = {
       id: Date.now().toString(),
-      model: fallback,
+      model: fallbackModel,
+      agent: fallbackAgent,
       messages: [],
       isLoading: false,
       tags: [],
@@ -430,8 +489,9 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
     if (targetComparisons.length === 0) {
       return;
     }
-    if (targetComparisons.some((comparison) => !comparison.model)) {
-      NotificationsManager.fromBackend("Select a model before sending a message.");
+    // Validate selection based on endpoint type
+    if (targetComparisons.some((comparison) => !hasValidSelection(comparison, selectedEndpoint))) {
+      NotificationsManager.fromBackend(endpointConfig.validationMessage);
       return;
     }
 
@@ -450,6 +510,8 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
       {
         id: string;
         model: string;
+        agent: string;
+        inputMessage: string;
         traceId: string;
         tags: string[];
         vectorStores: string[];
@@ -472,6 +534,8 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
       preparedTargets.set(comparison.id, {
         id: comparison.id,
         model: comparison.model,
+        agent: comparison.agent,
+        inputMessage: trimmed,
         traceId,
         tags: comparison.tags,
         vectorStores: comparison.vectorStores,
@@ -508,26 +572,55 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
       const guardrails = prepared.guardrails.length > 0 ? prepared.guardrails : undefined;
       const comparison = comparisons.find((c) => c.id === prepared.id);
       const useAdvancedParams = comparison?.useAdvancedParams ?? false;
-      makeOpenAIChatCompletionRequest(
-        prepared.apiChatHistory,
-        (chunk, model) => appendAssistantChunk(prepared.id, chunk, model),
-        prepared.model,
-        effectiveApiKey,
-        tags,
-        undefined,
-        (content) => appendReasoningContent(prepared.id, content),
-        (time) => updateTimingDataForComparison(prepared.id, time),
-        (usage) => updateUsageDataForComparison(prepared.id, usage),
-        prepared.traceId,
-        vectorStoreIds,
-        guardrails,
-        undefined,
-        undefined,
-        (searchResults) => updateSearchResultsForComparison(prepared.id, searchResults),
-        useAdvancedParams ? prepared.temperature : undefined,
-        useAdvancedParams ? prepared.maxTokens : undefined,
-        (latency) => updateTotalLatencyForComparison(prepared.id, latency),
-      )
+
+      // Use A2A or chat completion based on endpoint
+      const requestPromise = isA2AMode
+        ? makeA2AStreamMessageRequest(
+            prepared.agent,
+            prepared.inputMessage,
+            (text, model) => {
+              // A2A sends full accumulated text, so replace instead of append
+              setComparisons((prev) =>
+                prev.map((c) => {
+                  if (c.id !== prepared.id) return c;
+                  const messages = [...c.messages];
+                  const last = messages[messages.length - 1];
+                  if (last && last.role === "assistant") {
+                    messages[messages.length - 1] = { ...last, content: text, model: last.model ?? model };
+                  } else {
+                    messages.push({ role: "assistant", content: text, model });
+                  }
+                  return { ...c, messages };
+                }),
+              );
+            },
+            effectiveApiKey,
+            undefined,
+            (time) => updateTimingDataForComparison(prepared.id, time),
+            (latency) => updateTotalLatencyForComparison(prepared.id, latency),
+          )
+        : makeOpenAIChatCompletionRequest(
+            prepared.apiChatHistory,
+            (chunk, model) => appendAssistantChunk(prepared.id, chunk, model),
+            prepared.model,
+            effectiveApiKey,
+            tags,
+            undefined,
+            (content) => appendReasoningContent(prepared.id, content),
+            (time) => updateTimingDataForComparison(prepared.id, time),
+            (usage) => updateUsageDataForComparison(prepared.id, usage),
+            prepared.traceId,
+            vectorStoreIds,
+            guardrails,
+            undefined,
+            undefined,
+            (searchResults) => updateSearchResultsForComparison(prepared.id, searchResults),
+            useAdvancedParams ? prepared.temperature : undefined,
+            useAdvancedParams ? prepared.maxTokens : undefined,
+            (latency) => updateTotalLatencyForComparison(prepared.id, latency),
+          );
+
+      requestPromise
         .catch((error) => {
           const errorMessage = error instanceof Error ? error.message : String(error);
           console.error("CompareUI: failed to fetch response", error);
@@ -618,11 +711,20 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
             </div>
             <div className="flex items-center gap-2">
               <span className="text-sm font-medium text-gray-600">Endpoint</span>
-              <Tooltip title="Other endpoints will be available soon">
-                <Select value={DEFAULT_ENDPOINT} disabled className="w-56">
-                  <Select.Option value={DEFAULT_ENDPOINT}>{DEFAULT_ENDPOINT}</Select.Option>
-                </Select>
-              </Tooltip>
+              <Select 
+                value={selectedEndpoint} 
+                onChange={(value) => setSelectedEndpoint(value as EndpointIdType)}
+                className="w-56"
+              >
+                {getAvailableEndpoints().map((endpoint) => (
+                  <Select.Option 
+                    key={endpoint.value} 
+                    value={endpoint.value}
+                  >
+                    {endpoint.label}
+                  </Select.Option>
+                ))}
+              </Select>
             </div>
             <div className="flex items-center gap-3">
               <Button onClick={clearAllChats} disabled={!hasMessages} icon={<ClearOutlined />}>
@@ -654,8 +756,9 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
               onUpdate={(updates, options) => updateComparison(comparison.id, updates, options)}
               onRemove={() => removeComparison(comparison.id)}
               canRemove={comparisons.length > 1}
-              modelOptions={modelOptions}
-              isLoadingModels={isLoadingModels}
+              selectorOptions={selectorOptions}
+              isLoadingOptions={isLoadingOptions}
+              endpointConfig={endpointConfig}
               apiKey={effectiveApiKey}
             />
           ))}
@@ -695,10 +798,10 @@ export default function CompareUI({ accessToken, disabledPersonalKeyCreation }:
                 ) : isAnyComparisonLoading ? (
                   <span className="flex items-center gap-2 text-sm text-gray-500">
                     <span className="h-2 w-2 rounded-full bg-blue-500 animate-pulse" aria-hidden />
-                    Gathering responses from all models...
+                    {endpointConfig.loadingMessage}
                   </span>
                 ) : (
-                  <span className="text-sm text-gray-500">Send a prompt to compare models</span>
+                  <span className="text-sm text-gray-500">{endpointConfig.inputPlaceholder}</span>
                 )}
               </div>
               {uploadedFile && (
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/components/ComparisonPanel.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/components/ComparisonPanel.tsx
index c9a99b3d5ce..5073d4549cc 100644
--- a/ui/litellm-dashboard/src/components/playground/compareUI/components/ComparisonPanel.tsx
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/components/ComparisonPanel.tsx
@@ -2,11 +2,13 @@ import { Settings, X } from "lucide-react";
 import { useState } from "react";
 import { ComparisonInstance } from "../CompareUI";
 import { MessageDisplay } from "./MessageDisplay";
-import { ModelSelector } from "./ModelSelector";
+import { UnifiedSelector } from "./UnifiedSelector";
 import TagSelector from "../../../tag_management/TagSelector";
 import VectorStoreSelector from "../../../vector_store_management/VectorStoreSelector";
 import GuardrailSelector from "../../../guardrails/GuardrailSelector";
 import { Checkbox, Divider, Popover, Slider } from "antd";
+import { SelectorOption, EndpointConfig, isAgentEndpoint, getComparisonSelection } from "../endpoint_config";
+
 interface ComparisonPanelProps {
   comparison: ComparisonInstance;
   onUpdate: (
@@ -15,8 +17,9 @@ interface ComparisonPanelProps {
   ) => void;
   onRemove: () => void;
   canRemove: boolean;
-  modelOptions: string[];
-  isLoadingModels: boolean;
+  selectorOptions: SelectorOption[];
+  isLoadingOptions: boolean;
+  endpointConfig: EndpointConfig;
   apiKey: string;
 }
 export function ComparisonPanel({
@@ -24,10 +27,13 @@ export function ComparisonPanel({
   onUpdate,
   onRemove,
   canRemove,
-  modelOptions,
-  isLoadingModels,
+  selectorOptions,
+  isLoadingOptions,
+  endpointConfig,
   apiKey,
 }: ComparisonPanelProps) {
+  const isA2AMode = isAgentEndpoint(endpointConfig.id);
+  const currentSelection = getComparisonSelection(comparison, endpointConfig.id);
   const [popoverVisible, setPopoverVisible] = useState(false);
 
   const handleSyncChange = (checked: boolean) => {
@@ -194,14 +200,13 @@ export function ComparisonPanel({
     <div className="bg-white first:border-l-0 border-l border-gray-200 flex flex-col min-h-0">
       <div className="border-b flex items-center justify-between gap-3 px-4 py-3">
         <div className="flex items-center gap-3 flex-1">
-          <ModelSelector
-            value={comparison.model}
-            models={modelOptions}
-            loading={isLoadingModels}
-            onChange={(model) =>
-              onUpdate({
-                model,
-              })
+          <UnifiedSelector
+            value={currentSelection}
+            options={selectorOptions}
+            loading={isLoadingOptions}
+            config={endpointConfig}
+            onChange={(value) =>
+              onUpdate(isA2AMode ? { agent: value } : { model: value })
             }
           />
           <div className="flex items-center gap-2">
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/components/UnifiedSelector.tsx b/ui/litellm-dashboard/src/components/playground/compareUI/components/UnifiedSelector.tsx
new file mode 100644
index 00000000000..c531eed3737
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/components/UnifiedSelector.tsx
@@ -0,0 +1,48 @@
+/**
+ * Unified selector component that handles both model and agent selection
+ * based on the current endpoint configuration.
+ */
+
+import { Select, Spin } from "antd";
+import { SelectorOption, EndpointConfig } from "../endpoint_config";
+
+interface UnifiedSelectorProps {
+  value: string;
+  options: SelectorOption[];
+  loading: boolean;
+  config: EndpointConfig;
+  onChange: (value: string) => void;
+}
+
+export function UnifiedSelector({
+  value,
+  options,
+  loading,
+  config,
+  onChange,
+}: UnifiedSelectorProps) {
+  return (
+    <Select
+      value={value || undefined}
+      placeholder={loading ? `Loading ${config.selectorLabel.toLowerCase()}s...` : config.selectorPlaceholder}
+      onChange={onChange}
+      loading={loading}
+      showSearch
+      filterOption={(input, option) =>
+        (option?.label ?? "").toLowerCase().includes(input.toLowerCase())
+      }
+      options={options}
+      className="w-48"
+      notFoundContent={
+        loading ? (
+          <div className="flex items-center justify-center py-2">
+            <Spin size="small" />
+          </div>
+        ) : (
+          `No ${config.selectorLabel.toLowerCase()}s available`
+        )
+      }
+    />
+  );
+}
+
diff --git a/ui/litellm-dashboard/src/components/playground/compareUI/endpoint_config.ts b/ui/litellm-dashboard/src/components/playground/compareUI/endpoint_config.ts
new file mode 100644
index 00000000000..0b25f7e0272
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/playground/compareUI/endpoint_config.ts
@@ -0,0 +1,138 @@
+/**
+ * Endpoint configuration for CompareUI.
+ * Add new endpoints here to extend the comparison functionality.
+ */
+
+import { Agent } from "../llm_calls/fetch_agents";
+
+// Endpoint identifiers
+export const EndpointId = {
+  CHAT_COMPLETIONS: "/v1/chat/completions",
+  A2A_AGENTS: "/a2a",
+  // Future endpoints:
+  // RESPONSES: "/v1/responses",
+  // ANTHROPIC: "/v1/messages",
+} as const;
+
+export type EndpointIdType = (typeof EndpointId)[keyof typeof EndpointId];
+
+// Selector type determines what the user picks (model, agent, etc.)
+export type SelectorType = "model" | "agent";
+
+export interface EndpointConfig {
+  id: EndpointIdType;
+  label: string;
+  selectorType: SelectorType;
+  selectorLabel: string;
+  selectorPlaceholder: string;
+  inputPlaceholder: string;
+  loadingMessage: string;
+  validationMessage: string;
+}
+
+// Endpoint configurations
+export const ENDPOINT_CONFIGS: Record<EndpointIdType, EndpointConfig> = {
+  [EndpointId.CHAT_COMPLETIONS]: {
+    id: EndpointId.CHAT_COMPLETIONS,
+    label: "/v1/chat/completions",
+    selectorType: "model",
+    selectorLabel: "Model",
+    selectorPlaceholder: "Select a model",
+    inputPlaceholder: "Send a prompt to compare models",
+    loadingMessage: "Gathering responses from all models...",
+    validationMessage: "Select a model before sending a message.",
+  },
+  [EndpointId.A2A_AGENTS]: {
+    id: EndpointId.A2A_AGENTS,
+    label: "/a2a (Agents)",
+    selectorType: "agent",
+    selectorLabel: "Agent",
+    selectorPlaceholder: "Select an agent",
+    inputPlaceholder: "Send a message to compare agents",
+    loadingMessage: "Gathering responses from all agents...",
+    validationMessage: "Select an agent before sending a message.",
+  },
+};
+
+// Get list of available endpoints for the dropdown
+export const getAvailableEndpoints = () =>
+  Object.values(ENDPOINT_CONFIGS).map((config) => ({
+    value: config.id,
+    label: config.label,
+  }));
+
+// Helper to get config for an endpoint
+export const getEndpointConfig = (endpointId: EndpointIdType): EndpointConfig =>
+  ENDPOINT_CONFIGS[endpointId];
+
+// Helper to check if endpoint uses agents
+export const isAgentEndpoint = (endpointId: EndpointIdType): boolean =>
+  ENDPOINT_CONFIGS[endpointId].selectorType === "agent";
+
+// Helper to check if endpoint uses models
+export const isModelEndpoint = (endpointId: EndpointIdType): boolean =>
+  ENDPOINT_CONFIGS[endpointId].selectorType === "model";
+
+// Selector options type - unified interface for both models and agents
+export interface SelectorOption {
+  value: string;
+  label: string;
+}
+
+// Convert model options to unified format
+export const modelOptionsToSelectorOptions = (models: string[]): SelectorOption[] =>
+  models.map((model) => ({ value: model, label: model }));
+
+// Convert agent options to unified format
+export const agentOptionsToSelectorOptions = (agents: Agent[]): SelectorOption[] =>
+  agents.map((agent) => ({
+    value: agent.agent_name,
+    label: agent.agent_name || agent.agent_id,
+  }));
+
+// Get the selected value field name based on endpoint
+export const getSelectionFieldName = (endpointId: EndpointIdType): "model" | "agent" =>
+  isAgentEndpoint(endpointId) ? "agent" : "model";
+
+// Get the current selection from a comparison based on endpoint
+export const getComparisonSelection = (
+  comparison: { model: string; agent: string },
+  endpointId: EndpointIdType
+): string => (isAgentEndpoint(endpointId) ? comparison.agent : comparison.model);
+
+// Check if comparison has a valid selection for the endpoint
+export const hasValidSelection = (
+  comparison: { model: string; agent: string },
+  endpointId: EndpointIdType
+): boolean => {
+  const selection = getComparisonSelection(comparison, endpointId);
+  return Boolean(selection && selection.trim());
+};
+
+/**
+ * To add a new endpoint:
+ * 
+ * 1. Add the endpoint ID to EndpointId const
+ * 2. Add configuration to ENDPOINT_CONFIGS
+ * 3. If the endpoint uses a new selector type (not model or agent):
+ *    - Add the type to SelectorType
+ *    - Add fetch logic in CompareUI.tsx
+ *    - Add conversion function (e.g., xxxOptionsToSelectorOptions)
+ * 4. Add request handling in CompareUI.tsx handleSendMessage
+ * 
+ * Example for adding /v1/responses endpoint:
+ * 
+ * EndpointId.RESPONSES = "/v1/responses"
+ * 
+ * ENDPOINT_CONFIGS[EndpointId.RESPONSES] = {
+ *   id: EndpointId.RESPONSES,
+ *   label: "/v1/responses",
+ *   selectorType: "model",
+ *   selectorLabel: "Model",
+ *   selectorPlaceholder: "Select a model",
+ *   inputPlaceholder: "Send a prompt to compare responses",
+ *   loadingMessage: "Gathering responses...",
+ *   validationMessage: "Select a model before sending.",
+ * }
+ */
+
diff --git a/ui/litellm-dashboard/src/components/playground/llm_calls/a2a_send_message.tsx b/ui/litellm-dashboard/src/components/playground/llm_calls/a2a_send_message.tsx
index 7d799a837a7..94206937f02 100644
--- a/ui/litellm-dashboard/src/components/playground/llm_calls/a2a_send_message.tsx
+++ b/ui/litellm-dashboard/src/components/playground/llm_calls/a2a_send_message.tsx
@@ -337,7 +337,6 @@ export const makeA2AStreamMessageRequest = async (
               if (artifact.parts && Array.isArray(artifact.parts)) {
                 for (const part of artifact.parts) {
                   if (part.kind === "text" && part.text) {
-                    // Accumulate actual response content
                     accumulatedText += part.text;
                     onTextUpdate(accumulatedText, `a2a_agent/${agentId}`);
                   }
@@ -358,17 +357,11 @@ export const makeA2AStreamMessageRequest = async (
               }
             }
             // Handle status-update chunks (progress messages like "Processing request...")
-            // Only show these temporarily if we haven't received actual content yet
-            else if (chunkKind === "status-update" && result.status?.message?.parts) {
-              // Skip status messages once we have real content
-              if (!accumulatedText) {
-                for (const part of result.status.message.parts) {
-                  if (part.kind === "text" && part.text) {
-                    // Show as temporary status - will be replaced when real content arrives
-                    onTextUpdate(part.text, `a2a_agent/${agentId}`);
-                  }
-                }
-              }
+            // These are metadata/status updates, not actual response content
+            // We skip showing them in the chat UI - they're captured in metadata instead
+            else if (chunkKind === "status-update") {
+              // Status updates are handled via metadata extraction, not shown as text
+              // This prevents "Processing request..." from appearing in the response
             }
             // Direct parts array (fallback)
             else if (result.parts && Array.isArray(result.parts)) {
@@ -381,10 +374,16 @@ export const makeA2AStreamMessageRequest = async (
             }
           }
 
+          // Handle JSON-RPC error response
           if (chunk.error) {
-            throw new Error(chunk.error.message);
+            const errorMessage = chunk.error.message || "Unknown A2A error";
+            throw new Error(errorMessage);
           }
         } catch (parseError) {
+          // Re-throw if it's an actual error we threw (not a parse error)
+          if (parseError instanceof Error && parseError.message && !parseError.message.includes("JSON")) {
+            throw parseError;
+          }
           // Only warn if it's not a JSON parse error on an empty/partial line
           if (line.trim().length > 0) {
             console.warn("Failed to parse A2A streaming chunk:", line, parseError);
diff --git a/ui/litellm-dashboard/src/components/public_model_hub.tsx b/ui/litellm-dashboard/src/components/public_model_hub.tsx
index 6235a0c66f6..3493f0bf93f 100644
--- a/ui/litellm-dashboard/src/components/public_model_hub.tsx
+++ b/ui/litellm-dashboard/src/components/public_model_hub.tsx
@@ -97,7 +97,7 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
   const [pageTitle, setPageTitle] = useState<string>("LiteLLM Gateway");
   const [customDocsDescription, setCustomDocsDescription] = useState<string | null>(null);
   const [litellmVersion, setLitellmVersion] = useState<string>("");
-  const [usefulLinks, setUsefulLinks] = useState<Record<string, string>>({});
+  const [usefulLinks, setUsefulLinks] = useState<Record<string, string | { url: string; index: number }>>({});
   const [loading, setLoading] = useState<boolean>(true);
   const [agentLoading, setAgentLoading] = useState<boolean>(true);
   const [mcpLoading, setMcpLoading] = useState<boolean>(true);
@@ -976,16 +976,24 @@ const PublicModelHub: React.FC<PublicModelHubProps> = ({ accessToken, isEmbedded
             <Card className="mb-10 p-8 bg-white border border-gray-200 rounded-lg shadow-sm">
               <Title className="text-2xl font-semibold mb-6 text-gray-900">Useful Links</Title>
               <div className="grid grid-cols-1 md:grid-cols-2 lg:grid-cols-3 gap-6">
-                {Object.entries(usefulLinks || {}).map(([title, url]) => (
-                  <button
-                    key={title}
-                    onClick={() => window.open(url, "_blank")}
-                    className="flex items-center space-x-3 text-blue-600 hover:text-blue-800 transition-colors p-3 rounded-lg hover:bg-blue-50 border border-gray-200"
-                  >
-                    <ExternalLinkIcon className="w-4 h-4" />
-                    <Text className="text-sm font-medium">{title}</Text>
-                  </button>
-                ))}
+                {Object.entries(usefulLinks || {})
+                  .map(([title, value]) => {
+                    // Handle both old format (string) and new format ({url, index})
+                    const url = typeof value === "string" ? value : value.url;
+                    const index = typeof value === "string" ? 0 : value.index ?? 0;
+                    return { title, url, index };
+                  })
+                  .sort((a, b) => a.index - b.index)
+                  .map(({ title, url }) => (
+                    <button
+                      key={title}
+                      onClick={() => window.open(url, "_blank")}
+                      className="flex items-center space-x-3 text-blue-600 hover:text-blue-800 transition-colors p-3 rounded-lg hover:bg-blue-50 border border-gray-200"
+                    >
+                      <ExternalLinkIcon className="w-4 h-4" />
+                      <Text className="text-sm font-medium">{title}</Text>
+                    </button>
+                  ))}
               </div>
             </Card>
           )}
diff --git a/ui/litellm-dashboard/src/components/search_tools/search_tool_columns.tsx b/ui/litellm-dashboard/src/components/search_tools/search_tool_columns.tsx
index c568fffc65b..78aa1094000 100644
--- a/ui/litellm-dashboard/src/components/search_tools/search_tool_columns.tsx
+++ b/ui/litellm-dashboard/src/components/search_tools/search_tool_columns.tsx
@@ -24,23 +24,17 @@ export const searchToolColumns = (
   {
     accessorKey: "search_tool_name",
     header: "Name",
-    cell: ({ getValue }) => (
-      <span className="font-medium">{getValue() as string}</span>
-    ),
+    cell: ({ getValue }) => <span className="font-medium">{getValue() as string}</span>,
   },
   {
     id: "provider",
     header: "Provider",
     cell: ({ row }) => {
       const provider = row.original.litellm_params.search_provider;
-      const providerInfo = availableProviders.find(p => p.provider_name === provider);
+      const providerInfo = availableProviders.find((p) => p.provider_name === provider);
       const displayName = providerInfo?.ui_friendly_name || provider;
-      
-      return (
-        <span className="text-sm">
-          {displayName}
-        </span>
-      );
+
+      return <span className="text-sm">{displayName}</span>;
     },
   },
   {
@@ -49,11 +43,7 @@ export const searchToolColumns = (
     sortingFn: "datetime",
     cell: ({ row }) => {
       const tool = row.original;
-      return (
-        <span className="text-xs">
-          {tool.created_at ? new Date(tool.created_at).toLocaleDateString() : "-"}
-        </span>
-      );
+      return <span className="text-xs">{tool.created_at ? new Date(tool.created_at).toLocaleDateString() : "-"}</span>;
     },
   },
   {
@@ -62,11 +52,7 @@ export const searchToolColumns = (
     sortingFn: "datetime",
     cell: ({ row }) => {
       const tool = row.original;
-      return (
-        <span className="text-xs">
-          {tool.updated_at ? new Date(tool.updated_at).toLocaleDateString() : "-"}
-        </span>
-      );
+      return <span className="text-xs">{tool.updated_at ? new Date(tool.updated_at).toLocaleDateString() : "-"}</span>;
     },
   },
   {
@@ -90,4 +76,3 @@ export const searchToolColumns = (
     ),
   },
 ];
-
diff --git a/ui/litellm-dashboard/src/components/shared/advanced_date_picker.tsx b/ui/litellm-dashboard/src/components/shared/advanced_date_picker.tsx
index d9e70ef3336..4293657b71a 100644
--- a/ui/litellm-dashboard/src/components/shared/advanced_date_picker.tsx
+++ b/ui/litellm-dashboard/src/components/shared/advanced_date_picker.tsx
@@ -1,7 +1,7 @@
-import React, { useCallback, useState, useRef, useEffect } from "react";
-import { DateRangePickerValue, Text, Button } from "@tremor/react";
 import { CalendarOutlined, ClockCircleOutlined } from "@ant-design/icons";
+import { Button, DateRangePickerValue, Text } from "@tremor/react";
 import moment from "moment";
+import React, { useCallback, useEffect, useRef, useState } from "react";
 
 interface AdvancedDatePickerProps {
   value: DateRangePickerValue;
@@ -299,7 +299,7 @@ const AdvancedDatePicker: React.FC<AdvancedDatePickerProps> = ({
 
         {/* Dropdown panel */}
         {isOpen && (
-          <div className="absolute top-full left-0 z-[9999] min-w-[600px] mt-1 bg-white border border-gray-200 rounded-lg shadow-xl">
+          <div className="absolute top-full right-0 z-[9999] min-w-[600px] mt-1 bg-white border border-gray-200 rounded-lg shadow-xl">
             <div className="flex">
               {/* Left side - Relative time options */}
               <div className="w-1/2 border-r border-gray-200">
diff --git a/ui/litellm-dashboard/src/components/top_key_view.test.tsx b/ui/litellm-dashboard/src/components/top_key_view.test.tsx
deleted file mode 100644
index c918fdbd586..00000000000
--- a/ui/litellm-dashboard/src/components/top_key_view.test.tsx
+++ /dev/null
@@ -1,110 +0,0 @@
-import { render } from "@testing-library/react";
-import { describe, expect, it } from "vitest";
-import TopKeyView from "./top_key_view";
-
-describe("TopKeyView", () => {
-  it("should render", () => {
-    const { container } = render(
-      <TopKeyView
-        topKeys={[]}
-        accessToken={null}
-        userID={null}
-        userRole={null}
-        teams={null}
-        premiumUser={false}
-        showTags={false}
-      />,
-    );
-    expect(container).toBeTruthy();
-  });
-
-  it("should have a table view button", () => {
-    const { getByText } = render(
-      <TopKeyView
-        topKeys={[]}
-        accessToken={null}
-        userID={null}
-        userRole={null}
-        teams={null}
-        premiumUser={false}
-        showTags={false}
-      />,
-    );
-    expect(getByText("Table View")).toBeInTheDocument();
-  });
-
-  it("should have a chart view", () => {
-    const { getByText } = render(
-      <TopKeyView
-        topKeys={[]}
-        accessToken={null}
-        userID={null}
-        userRole={null}
-        teams={null}
-        premiumUser={false}
-        showTags={false}
-      />,
-    );
-    expect(getByText("Chart View")).toBeInTheDocument();
-  });
-
-  ["Key ID", "Key Alias", "Spend (USD)"].forEach((header) => {
-    it(`should have a ${header} column`, () => {
-      const { getByText } = render(
-        <TopKeyView
-          topKeys={[]}
-          accessToken={null}
-          userID={null}
-          userRole={null}
-          teams={null}
-          premiumUser={false}
-          showTags={false}
-        />,
-      );
-      expect(getByText(header)).toBeInTheDocument();
-    });
-  });
-
-  it("should have a Tags column when showTags is true", () => {
-    const { getByText } = render(
-      <TopKeyView
-        topKeys={[]}
-        accessToken={null}
-        userID={null}
-        userRole={null}
-        teams={null}
-        premiumUser={false}
-        showTags={true}
-      />,
-    );
-    expect(getByText("Tags")).toBeInTheDocument();
-  });
-
-  it("should show the key's information on the table", () => {
-    const { getByText } = render(
-      <TopKeyView
-        topKeys={[
-          {
-            api_key: "key-123",
-            key_alias: "Test Key",
-            spend: 100,
-            tags: [
-              { tag: "tag-1", usage: 50 },
-              { tag: "tag-2", usage: 30 },
-            ],
-          },
-        ]}
-        accessToken="test-token"
-        userID={null}
-        userRole={null}
-        teams={null}
-        premiumUser={false}
-        showTags={true}
-      />,
-    );
-    expect(getByText("Test Key")).toBeInTheDocument();
-    expect(getByText(/tag-1/)).toBeInTheDocument();
-    expect(getByText(/tag-2/)).toBeInTheDocument();
-    expect(getByText("$100.00")).toBeInTheDocument();
-  });
-});
diff --git a/ui/litellm-dashboard/src/components/usage.tsx b/ui/litellm-dashboard/src/components/usage.tsx
index 0900a0a9cc1..2f55f242f6f 100644
--- a/ui/litellm-dashboard/src/components/usage.tsx
+++ b/ui/litellm-dashboard/src/components/usage.tsx
@@ -49,7 +49,7 @@ import {
   adminGlobalActivityPerModel,
   getProxyUISettings,
 } from "./networking";
-import TopKeyView from "./top_key_view";
+import TopKeyView from "./UsagePage/components/EntityUsage/TopKeyView";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
 console.log("process.env.NODE_ENV", process.env.NODE_ENV);
 
@@ -589,14 +589,7 @@ const UsagePage: React.FC<UsagePageProps> = ({ accessToken, token, userRole, use
                         Project Spend {new Date().toLocaleString("default", { month: "long" })} 1 -{" "}
                         {new Date(new Date().getFullYear(), new Date().getMonth() + 1, 0).getDate()}
                       </Text>
-                      <ViewUserSpend
-                        userID={userID}
-                        userRole={userRole}
-                        accessToken={accessToken}
-                        userSpend={totalMonthlySpend}
-                        selectedTeam={null}
-                        userMaxBudget={null}
-                      />
+                      <ViewUserSpend userSpend={totalMonthlySpend} selectedTeam={null} userMaxBudget={null} />
                     </Col>
                     <Col numColSpan={2}>
                       <Card>
@@ -616,14 +609,7 @@ const UsagePage: React.FC<UsagePageProps> = ({ accessToken, token, userRole, use
                     <Col numColSpan={1}>
                       <Card className="h-full">
                         <Title>Top Virtual Keys</Title>
-                        <TopKeyView
-                          topKeys={topKeys}
-                          accessToken={accessToken}
-                          userID={userID}
-                          userRole={userRole}
-                          teams={null}
-                          premiumUser={premiumUser}
-                        />
+                        <TopKeyView topKeys={topKeys} teams={null} />
                       </Card>
                     </Col>
                     <Col numColSpan={1}>
diff --git a/ui/litellm-dashboard/src/components/useful_links_management.test.tsx b/ui/litellm-dashboard/src/components/useful_links_management.test.tsx
index b70d5363599..cf7c6083e2c 100644
--- a/ui/litellm-dashboard/src/components/useful_links_management.test.tsx
+++ b/ui/litellm-dashboard/src/components/useful_links_management.test.tsx
@@ -64,11 +64,48 @@ describe("UsefulLinksManagement", () => {
     await user.click(screen.getByRole("button", { name: /add link/i }));
 
     await waitFor(() =>
-      expect(mockedUpdateUsefulLinksCall).toHaveBeenCalledWith("token", { Docs: "https://docs.example.com" }),
+      expect(mockedUpdateUsefulLinksCall).toHaveBeenCalledWith("token", {
+        Docs: { url: "https://docs.example.com", index: 0 },
+      }),
     );
 
     expect(await screen.findByText("Docs")).toBeInTheDocument();
     expect(screen.getByText("https://docs.example.com")).toBeInTheDocument();
     expect(mockedNotifications.success).toHaveBeenCalledWith("Link added successfully");
   });
+
+  it("should rearrange links and save the new order", async () => {
+    const user = userEvent.setup();
+    mockedGetPublicModelHubInfo.mockResolvedValue({
+      docs_title: "Docs",
+      custom_docs_description: null,
+      litellm_version: "1.0.0",
+      useful_links: {
+        "First Link": "https://first.example.com",
+        "Second Link": "https://second.example.com",
+        "Third Link": "https://third.example.com",
+      },
+    });
+
+    render(<UsefulLinksManagement accessToken="token" userRole="Admin" />);
+
+    await waitFor(() => expect(screen.getByText("First Link")).toBeInTheDocument());
+
+    await user.click(screen.getByRole("button", { name: /rearrange order/i }));
+
+    const secondLinkMoveUpButton = screen.getByTestId("move-up-1-Second Link");
+    await user.click(secondLinkMoveUpButton);
+
+    await user.click(screen.getByRole("button", { name: /save order/i }));
+
+    await waitFor(() =>
+      expect(mockedUpdateUsefulLinksCall).toHaveBeenCalledWith("token", {
+        "Second Link": { url: "https://second.example.com", index: 0 },
+        "First Link": { url: "https://first.example.com", index: 1 },
+        "Third Link": { url: "https://third.example.com", index: 2 },
+      }),
+    );
+
+    expect(mockedNotifications.success).toHaveBeenCalledWith("Link order saved successfully");
+  });
 });
diff --git a/ui/litellm-dashboard/src/components/useful_links_management.tsx b/ui/litellm-dashboard/src/components/useful_links_management.tsx
index 8ea1655b1e4..19ef4605d87 100644
--- a/ui/litellm-dashboard/src/components/useful_links_management.tsx
+++ b/ui/litellm-dashboard/src/components/useful_links_management.tsx
@@ -1,10 +1,11 @@
 import React, { useState, useEffect } from "react";
 import { Modal } from "antd";
-import { PlusCircleIcon, PencilIcon, TrashIcon, ChevronDownIcon, ChevronRightIcon } from "@heroicons/react/outline";
+import { PlusCircleIcon, ChevronDownIcon, ChevronRightIcon } from "@heroicons/react/outline";
 import { isAdminRole } from "../utils/roles";
 import { getPublicModelHubInfo, updateUsefulLinksCall, getProxyBaseUrl } from "./networking";
 import { Card, Title, Text, Table, TableHead, TableHeaderCell, TableBody, TableRow, TableCell } from "@tremor/react";
 import NotificationsManager from "./molecules/notifications_manager";
+import TableIconActionButton from "./common_components/IconActionButton/TableIconActionButtons/TableIconActionButton";
 
 interface UsefulLinksManagementProps {
   accessToken: string | null;
@@ -15,6 +16,7 @@ interface Link {
   id: string;
   displayName: string;
   url: string;
+  index?: number;
 }
 
 const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessToken, userRole }) => {
@@ -23,6 +25,8 @@ const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessTok
   const [editingLink, setEditingLink] = useState<Link | null>(null);
   const [loading, setLoading] = useState(false);
   const [isExpanded, setIsExpanded] = useState(true);
+  const [isRearranging, setIsRearranging] = useState(false);
+  const [originalLinksOrder, setOriginalLinksOrder] = useState<Link[]>([]);
 
   const fetchUsefulLinks = async () => {
     if (!accessToken) return;
@@ -35,11 +39,32 @@ const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessTok
         const usefulLinks = response.useful_links || {};
 
         // Convert object to array of links with ids
-        const linksArray = Object.entries(usefulLinks).map(([displayName, url], index) => ({
-          id: `${index}-${displayName}`,
-          displayName,
-          url: url as string,
-        }));
+        // Handle both old format (Dict[str, str]) and new format (Dict[str, {url, index}])
+        const linksArray = Object.entries(usefulLinks)
+          .map(([displayName, value]) => {
+            // Check if it's the new format with {url, index}
+            if (typeof value === "object" && value !== null && "url" in value) {
+              return {
+                id: `${(value as any).index ?? 0}-${displayName}`,
+                displayName,
+                url: (value as any).url as string,
+                index: (value as any).index ?? 0,
+              };
+            } else {
+              // Old format: just a string URL
+              return {
+                id: `0-${displayName}`,
+                displayName,
+                url: value as string,
+                index: 0,
+              };
+            }
+          })
+          .sort((a, b) => (a.index ?? 0) - (b.index ?? 0))
+          .map((link, index) => ({
+            ...link,
+            id: `${index}-${link.displayName}`,
+          }));
 
         setLinks(linksArray);
       } else {
@@ -66,10 +91,14 @@ const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessTok
     if (!accessToken) return false;
 
     try {
-      // Convert array back to object format
-      const linksObject: Record<string, string> = {};
-      updatedLinks.forEach((link) => {
-        linksObject[link.displayName] = link.url;
+      // Convert array back to object format with index for ordering
+      // New format: { "displayName": { "url": "...", "index": 0 } }
+      const linksObject: Record<string, { url: string; index: number }> = {};
+      updatedLinks.forEach((link, index) => {
+        linksObject[link.displayName] = {
+          url: link.url,
+          index: index,
+        };
       });
 
       await updateUsefulLinksCall(accessToken, linksObject);
@@ -187,6 +216,42 @@ const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessTok
     window.open(url, "_blank");
   };
 
+  const handleStartRearranging = () => {
+    if (editingLink) {
+      setEditingLink(null);
+    }
+    setOriginalLinksOrder([...links]);
+    setIsRearranging(true);
+  };
+
+  const handleCancelRearranging = () => {
+    setLinks([...originalLinksOrder]);
+    setIsRearranging(false);
+    setOriginalLinksOrder([]);
+  };
+
+  const handleSaveRearranging = async () => {
+    if (await saveLinksToBackend(links)) {
+      setIsRearranging(false);
+      setOriginalLinksOrder([]);
+      NotificationsManager.success("Link order saved successfully");
+    }
+  };
+
+  const handleMoveUp = (index: number) => {
+    if (index === 0) return;
+    const newLinks = [...links];
+    [newLinks[index - 1], newLinks[index]] = [newLinks[index], newLinks[index - 1]];
+    setLinks(newLinks);
+  };
+
+  const handleMoveDown = (index: number) => {
+    if (index === links.length - 1) return;
+    const newLinks = [...links];
+    [newLinks[index], newLinks[index + 1]] = [newLinks[index + 1], newLinks[index]];
+    setLinks(newLinks);
+  };
+
   return (
     <Card className="mb-6">
       <div className="flex items-center justify-between cursor-pointer" onClick={() => setIsExpanded(!isExpanded)}>
@@ -252,7 +317,32 @@ const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessTok
               </div>
             </div>
           </div>
-          <Text className="text-sm font-medium text-gray-700 mb-2">Manage Existing Links</Text>
+          <div className="flex items-center justify-between mb-2">
+            <Text className="text-sm font-medium text-gray-700">Manage Existing Links</Text>
+            {!isRearranging ? (
+              <button
+                onClick={handleStartRearranging}
+                className="text-xs bg-purple-50 text-purple-600 px-3 py-1.5 rounded hover:bg-purple-100 flex items-center"
+              >
+                Rearrange Order
+              </button>
+            ) : (
+              <div className="flex space-x-2">
+                <button
+                  onClick={handleSaveRearranging}
+                  className="text-xs bg-green-600 text-white px-3 py-1.5 rounded hover:bg-green-700"
+                >
+                  Save Order
+                </button>
+                <button
+                  onClick={handleCancelRearranging}
+                  className="text-xs bg-gray-50 text-gray-600 px-3 py-1.5 rounded hover:bg-gray-100"
+                >
+                  Cancel
+                </button>
+              </div>
+            )}
+          </div>
           <div className="rounded-lg custom-border relative">
             <div className="overflow-x-auto">
               <Table className="[&_td]:py-0.5 [&_th]:py-1">
@@ -264,7 +354,7 @@ const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessTok
                   </TableRow>
                 </TableHead>
                 <TableBody>
-                  {links.map((link) => (
+                  {links.map((link, index) => (
                     <TableRow key={link.id} className="h-8">
                       {editingLink && editingLink.id === link.id ? (
                         <>
@@ -316,26 +406,47 @@ const UsefulLinksManagement: React.FC<UsefulLinksManagementProps> = ({ accessTok
                           <TableCell className="py-0.5 text-sm text-gray-900">{link.displayName}</TableCell>
                           <TableCell className="py-0.5 text-sm text-gray-500">{link.url}</TableCell>
                           <TableCell className="py-0.5 whitespace-nowrap">
-                            <div className="flex space-x-2">
-                              <button
-                                onClick={() => setCurrentLink(link.url)}
-                                className="text-xs bg-green-50 text-green-600 px-2 py-1 rounded hover:bg-green-100"
-                              >
-                                Use
-                              </button>
-                              <button
-                                onClick={() => handleEditLink(link)}
-                                className="text-xs bg-blue-50 text-blue-600 px-2 py-1 rounded hover:bg-blue-100"
-                              >
-                                <PencilIcon className="w-3 h-3" />
-                              </button>
-                              <button
-                                onClick={() => deleteLink(link.id)}
-                                className="text-xs bg-red-50 text-red-600 px-2 py-1 rounded hover:bg-red-100"
-                              >
-                                <TrashIcon className="w-3 h-3" />
-                              </button>
-                            </div>
+                            {isRearranging ? (
+                              <div className="flex space-x-2">
+                                <TableIconActionButton
+                                  variant="Up"
+                                  onClick={() => handleMoveUp(index)}
+                                  tooltipText="Move up"
+                                  disabled={index === 0}
+                                  disabledTooltipText="Already at the top"
+                                  dataTestId={`move-up-${link.id}`}
+                                />
+                                <TableIconActionButton
+                                  variant="Down"
+                                  onClick={() => handleMoveDown(index)}
+                                  tooltipText="Move down"
+                                  disabled={index === links.length - 1}
+                                  disabledTooltipText="Already at the bottom"
+                                  dataTestId={`move-down-${link.id}`}
+                                />
+                              </div>
+                            ) : (
+                              <div className="flex space-x-2">
+                                <TableIconActionButton
+                                  variant="Open"
+                                  onClick={() => setCurrentLink(link.url)}
+                                  tooltipText="Open link"
+                                  dataTestId={`open-link-${link.id}`}
+                                />
+                                <TableIconActionButton
+                                  variant="Edit"
+                                  onClick={() => handleEditLink(link)}
+                                  tooltipText="Edit link"
+                                  dataTestId={`edit-link-${link.id}`}
+                                />
+                                <TableIconActionButton
+                                  variant="Delete"
+                                  onClick={() => deleteLink(link.id)}
+                                  tooltipText="Delete link"
+                                  dataTestId={`delete-link-${link.id}`}
+                                />
+                              </div>
+                            )}
                           </TableCell>
                         </>
                       )}
diff --git a/ui/litellm-dashboard/src/components/view_user_spend.tsx b/ui/litellm-dashboard/src/components/view_user_spend.tsx
index 611b308e500..51e87f8bc0d 100644
--- a/ui/litellm-dashboard/src/components/view_user_spend.tsx
+++ b/ui/litellm-dashboard/src/components/view_user_spend.tsx
@@ -2,6 +2,7 @@
 import React, { useEffect, useState } from "react";
 import { modelAvailableCall } from "./networking";
 import { formatNumberWithCommas } from "@/utils/dataUtils";
+import useAuthorized from "@/app/(dashboard)/hooks/useAuthorized";
 
 // Define the props type
 interface UserSpendData {
@@ -10,21 +11,12 @@ interface UserSpendData {
   // Add other properties if needed
 }
 interface ViewUserSpendProps {
-  userID: string | null;
-  userRole: string | null;
-  accessToken: string | null;
   userSpend: number | null;
   userMaxBudget: number | null;
   selectedTeam: any | null;
 }
-const ViewUserSpend: React.FC<ViewUserSpendProps> = ({
-  userID,
-  userRole,
-  accessToken,
-  userSpend,
-  userMaxBudget,
-  selectedTeam,
-}) => {
+const ViewUserSpend: React.FC<ViewUserSpendProps> = ({ userSpend, userMaxBudget, selectedTeam }) => {
+  const { accessToken, userRole, userId: userID } = useAuthorized();
   console.log(`userSpend: ${userSpend}`);
   let [spend, setSpend] = useState(userSpend !== null ? userSpend : 0.0);
   const [maxBudget, setMaxBudget] = useState(
diff --git a/ui/litellm-dashboard/src/components/view_users.tsx b/ui/litellm-dashboard/src/components/view_users.tsx
index 80bd77cadc1..f8cf8302a5e 100644
--- a/ui/litellm-dashboard/src/components/view_users.tsx
+++ b/ui/litellm-dashboard/src/components/view_users.tsx
@@ -23,7 +23,7 @@ import { Typography } from "antd";
 import DeleteResourceModal from "./common_components/DeleteResourceModal";
 import NotificationsManager from "./molecules/notifications_manager";
 import { modelAvailableCall, userDeleteCall } from "./networking";
-import SSOSettings from "./SSOSettings";
+import DefaultUserSettings from "./DefaultUserSettings";
 import { columns } from "./view_users/columns";
 import { UserDataTable } from "./view_users/table";
 import { UserInfo } from "./view_users/types";
@@ -366,7 +366,7 @@ const ViewUserDashboard: React.FC<ViewUserDashboardProps> = ({ accessToken, toke
                 <Skeleton active paragraph={{ rows: 4 }} />
               </div>
             ) : (
-              <SSOSettings
+              <DefaultUserSettings
                 accessToken={accessToken}
                 possibleUIRoles={possibleUIRoles}
                 userID={userID}
diff --git a/ui/litellm-dashboard/src/utils/dataUtils.test.ts b/ui/litellm-dashboard/src/utils/dataUtils.test.ts
index 24d9d7f1d8d..14eba8a7edd 100644
--- a/ui/litellm-dashboard/src/utils/dataUtils.test.ts
+++ b/ui/litellm-dashboard/src/utils/dataUtils.test.ts
@@ -72,8 +72,8 @@ describe("dataUtils", () => {
     });
 
     it("should handle zero and non-finite values", () => {
-      expect(formatNumberWithCommas(0)).toBe("-");
-      expect(formatNumberWithCommas(0, 2)).toBe("-");
+      expect(formatNumberWithCommas(0)).toBe("0");
+      expect(formatNumberWithCommas(0, 2)).toBe("0.00");
       expect(formatNumberWithCommas(Infinity)).toBe("-");
       expect(formatNumberWithCommas(Number.NaN)).toBe("-");
     });
@@ -83,6 +83,18 @@ describe("dataUtils", () => {
       expect(formatNumberWithCommas(12_345, 2, true)).toBe("12.35K");
       expect(formatNumberWithCommas(-1_200, 2, true)).toBe("-1.20K");
     });
+
+    it("should show zero when showZero is true", () => {
+      expect(formatNumberWithCommas(0, 0, false, true)).toBe("0");
+      expect(formatNumberWithCommas(0, 2, false, true)).toBe("0.00");
+      expect(formatNumberWithCommas(0, 0, true, true)).toBe("0");
+    });
+
+    it("should return '-' for zero when showZero is false", () => {
+      expect(formatNumberWithCommas(0, 0, false, false)).toBe("-");
+      expect(formatNumberWithCommas(0, 2, false, false)).toBe("-");
+      expect(formatNumberWithCommas(0, 0, true, false)).toBe("-");
+    });
   });
 
   describe("getSpendString", () => {
diff --git a/ui/litellm-dashboard/src/utils/dataUtils.ts b/ui/litellm-dashboard/src/utils/dataUtils.ts
index f58ad074444..0f8d11a178e 100644
--- a/ui/litellm-dashboard/src/utils/dataUtils.ts
+++ b/ui/litellm-dashboard/src/utils/dataUtils.ts
@@ -16,8 +16,9 @@ export const formatNumberWithCommas = (
   value: number | null | undefined,
   decimals: number = 0,
   abbreviate: boolean = false,
+  showZero: boolean = true,
 ): string => {
-  if (value === null || value === undefined || !Number.isFinite(value) || value === 0) {
+  if (value === null || value === undefined || !Number.isFinite(value) || (value === 0 && !showZero)) {
     return "-";
   }
 
@@ -51,7 +52,7 @@ export const getSpendString = (value: number | null | undefined, decimals: numbe
     return "-";
   }
 
-  const formatted = formatNumberWithCommas(value, decimals);
+  const formatted = formatNumberWithCommas(value, decimals, false, false);
   const numericFormatted = Number(formatted.replace(/,/g, ""));
 
   if (numericFormatted === 0) {
diff --git a/ui/litellm-dashboard/tests/top_key_view.test.tsx b/ui/litellm-dashboard/tests/top_key_view.test.tsx
index a034a20c849..51662b8f453 100644
--- a/ui/litellm-dashboard/tests/top_key_view.test.tsx
+++ b/ui/litellm-dashboard/tests/top_key_view.test.tsx
@@ -1,7 +1,8 @@
 import { describe, it, expect, vi, beforeEach } from "vitest";
 import { renderWithProviders, screen, fireEvent } from "./test-utils";
-import TopKeyView from "../src/components/top_key_view";
-import { TagUsage } from "../src/components/usage/types";
+import TopKeyView from "../src/components/UsagePage/components/EntityUsage/TopKeyView";
+import { TagUsage } from "../src/components/UsagePage/types";
+import useAuthorized from "../src/app/(dashboard)/hooks/useAuthorized";
 
 // Mock the networking module
 vi.mock("../src/components/networking", () => ({
@@ -13,7 +14,12 @@ vi.mock("../src/components/key_team_helpers/transform_key_info", () => ({
   transformKeyInfo: vi.fn((data) => data),
 }));
 
+vi.mock("../src/app/(dashboard)/hooks/useAuthorized", () => ({
+  default: vi.fn(),
+}));
+
 describe("TopKeyView", () => {
+  const mockUseAuthorized = vi.mocked(useAuthorized);
   const mockProps = {
     topKeys: [],
     accessToken: "test-token",
@@ -58,6 +64,16 @@ describe("TopKeyView", () => {
 
   beforeEach(() => {
     vi.clearAllMocks();
+    mockUseAuthorized.mockReturnValue({
+      token: "mock-token",
+      accessToken: mockProps.accessToken,
+      userId: mockProps.userID,
+      userEmail: "test@example.com",
+      userRole: mockProps.userRole,
+      premiumUser: mockProps.premiumUser,
+      disabledPersonalKeyCreation: false,
+      showSSOBanner: false,
+    });
   });
 
   describe("Tags Column Visibility", () => {