diff --git a/.circleci/config.yml b/.circleci/config.yml
index 133a7184f9b..e03d1086282 100644
--- a/.circleci/config.yml
+++ b/.circleci/config.yml
@@ -1153,7 +1153,7 @@ jobs:
             pip install "pytest-asyncio==0.21.1"
             pip install "respx==0.22.0"
             pip install "pydantic==2.10.2"
-            pip install "mcp==1.10.1"
+            pip install "mcp==1.21.2"
       # Run pytest and generate JUnit XML report
       - run:
           name: Run tests
diff --git a/README.md b/README.md
index 75a23faa5c1..58ffa12c5e1 100644
--- a/README.md
+++ b/README.md
@@ -374,7 +374,9 @@ Support for more providers. Missing a provider or LLM Platform, raise a [feature
 1. (In root) create virtual environment `python -m venv .venv`
 2. Activate virtual environment `source .venv/bin/activate`
 3. Install dependencies `pip install -e ".[all]"`
-4. Start proxy backend `python litellm/proxy_cli.py`
+4. `pip install prisma`
+5. `prisma generate`
+6. Start proxy backend `python litellm/proxy/proxy_cli.py`
 
 ### Frontend
 1. Navigate to `ui/litellm-dashboard`
diff --git a/cookbook/ai_coding_tool_guides/index.json b/cookbook/ai_coding_tool_guides/index.json
index 7d022d6de3b..f879292aeff 100644
--- a/cookbook/ai_coding_tool_guides/index.json
+++ b/cookbook/ai_coding_tool_guides/index.json
@@ -95,4 +95,40 @@
         "LiteLLM",
         "Quickstart"
     ]
+},
+{
+    "title": "AI Coding Tool Usage Tracking",
+    "description": "This is a guide to tracking usage for AI coding tools monitor the use of Claude Code , Google Antigravity, OpenAI Codex, Roo Code etc. through LiteLLM.",
+    "url": "https://docs.litellm.ai/docs/tutorials/cost_tracking_coding",
+    "date": "2026-01-17",
+    "version": "1.0.0",
+    "tags": [
+        "Claude Code",
+        "Gemini CLI",
+        "OpenAI Codex",
+        "LiteLLM"
+    ]
+},
+{
+    "title": "Use Web Search with Claude Code (across OpenAI/Anthropic/Gemini/etc.)",
+    "description": "This is a guide for using Web Search with Claude Code via LiteLLM.",
+    "url": "https://docs.litellm.ai/docs/tutorials/claude_code_websearch",
+    "date": "2026-01-17",
+    "version": "1.0.0",
+    "tags": [
+        "Claude Code",
+        "LiteLLM",
+        "Web Search"
+    ]
+},
+{
+    "title": "Track Claude Code Usage per user via Custom Headers",
+    "description": "This is a guide for tracking claude code user usage by passing a customer ID header.",
+    "url": "https://docs.litellm.ai/docs/tutorials/claude_code_customer_tracking",
+    "date": "2026-01-17",
+    "version": "1.0.0",
+    "tags": [
+        "Claude Code",
+        "LiteLLM"
+    ]
 }]
\ No newline at end of file
diff --git a/docker/supervisord.conf b/docker/supervisord.conf
index c6855fe652b..877335804fe 100644
--- a/docker/supervisord.conf
+++ b/docker/supervisord.conf
@@ -1,6 +1,8 @@
 [supervisord]
 nodaemon=true
 loglevel=info
+logfile=/tmp/supervisord.log
+pidfile=/tmp/supervisord.pid
 
 [group:litellm]
 programs=main,health
diff --git a/docs/my-website/docs/contributing.md b/docs/my-website/docs/contributing.md
index a88013ff1b3..be7222f6cb8 100644
--- a/docs/my-website/docs/contributing.md
+++ b/docs/my-website/docs/contributing.md
@@ -1,45 +1,100 @@
 # Contributing - UI
 
-Here's how to run the LiteLLM UI locally for making changes: 
+Thanks for contributing to the LiteLLM UI! This guide will help you set up your local development environment.
+
+
+## 1. Clone the repo
 
-## 1. Clone the repo 
 ```bash
 git clone https://github.com/BerriAI/litellm.git
+cd litellm
 ```
 
-## 2. Start the UI + Proxy 
+## 2. Start the Proxy
 
-**2.1 Start the proxy on port 4000** 
+Create a config file (e.g., `config.yaml`):
 
-Tell the proxy where the UI is located
-```bash
-DATABASE_URL = "postgresql://<user>:<password>@<host>:<port>/<dbname>"
-LITELLM_MASTER_KEY = "sk-1234"
-STORE_MODEL_IN_DB = "True"
+```yaml
+model_list:
+  - model_name: gpt-4o
+    litellm_params:
+      model: openai/gpt-4o
+
+general_settings:
+  master_key: sk-1234
+  database_url: postgresql://<user>:<password>@<host>:<port>/<dbname>
+  store_model_in_db: true
 ```
 
+Start the proxy on port 4000:
+
 ```bash
-cd litellm/litellm/proxy
-python3 proxy_cli.py --config /path/to/config.yaml --port 4000
+poetry run litellm --config config.yaml --port 4000
 ```
 
-**2.2 Start the UI**
+The UI comes pre-built in the repo. Access it at `http://localhost:4000/ui`
 
-Set the mode as development (this will assume the proxy is running on localhost:4000)
-```bash
-npm install # install dependencies
-```
+## 3. UI Development
+
+There are two options for UI development:
+
+### Option A: Development Mode (Hot Reload)
+
+This runs the UI on port 3000 with hot reload. The proxy runs on port 4000.
 
 ```bash
-cd litellm/ui/litellm-dashboard
-
+cd ui/litellm-dashboard
+npm install
 npm run dev
-
-# starts on http://0.0.0.0:3000
 ```
 
-## 3. Go to local UI 
+**Login flow:**
+1. Go to `http://localhost:3000`
+2. You'll be redirected to `http://localhost:4000/ui` for login
+3. After logging in, manually navigate back to `http://localhost:3000/`
+4. You're now authenticated and can develop with hot reload
+
+:::note
+If you experience redirect loops or authentication issues, clear your browser cookies for localhost or use Build Mode instead.
+:::
+
+### Option B: Build Mode
+
+This builds the UI and copies it to the proxy. Changes require rebuilding.
+
+1. Make your code changes in `ui/litellm-dashboard/src/`
+
+2. Build the UI
+```bash
+cd ui/litellm-dashboard
+npm install
+npm run build
+```
+
+After building, copy the output to the proxy:
 
 ```bash
-http://0.0.0.0:3000
-```
\ No newline at end of file
+cp -r out/* ../../litellm/proxy/_experimental/out/
+```
+
+Then restart the proxy and access the UI at `http://localhost:4000/ui`
+
+## 4. Submitting a PR
+
+1. Create a new branch for your changes:
+```bash
+git checkout -b feat/your-feature-name
+```
+
+2. Stage and commit your changes:
+```bash
+git add .
+git commit -m "feat: description of your changes"
+```
+
+3. Push to your fork:
+```bash
+git push origin feat/your-feature-name
+```
+
+4. Create a Pull Request on GitHub following the [PR template](https://github.com/BerriAI/litellm/blob/main/.github/pull_request_template.md)
diff --git a/docs/my-website/docs/providers/stability.md b/docs/my-website/docs/providers/stability.md
index 62a8ab43cd8..c4bc5376d1f 100644
--- a/docs/my-website/docs/providers/stability.md
+++ b/docs/my-website/docs/providers/stability.md
@@ -173,6 +173,14 @@ Stability AI returns images in base64 format. The response is OpenAI-compatible:
 
 Stability AI supports various image editing operations including inpainting, upscaling, outpainting, background removal, and more.
 
+:::info Optional Parameters
+**Important:** Different Stability models have different parameter requirements:
+- Some models don't require a `prompt` (e.g., upscaling, background removal)
+- The `style-transfer` model uses `init_image` and `style_image` instead of `image`
+- The `outpaint` model requires numeric parameters (`left`, `right`, `up`, `down`)
+LiteLLM automatically handles these differences for you.
+:::
+
 ### Usage - LiteLLM Python SDK
 
 #### Inpainting (Edit with Mask)
@@ -217,11 +225,11 @@ response = image_edit(
     creativity=0.3,  # 0-0.35, higher = more creative
 )
 
-# Fast upscaling - quick upscaling
+# Fast upscaling - quick upscaling (no prompt needed)
 response = image_edit(
     model="stability/stable-fast-upscale-v1:0",
     image=open("low_res_image.png", "rb"),
-    prompt="Quickly upscale this image",
+    # No prompt required for fast upscale
 )
 print(response)
 ```
@@ -259,7 +267,7 @@ os.environ['STABILITY_API_KEY'] = "your-api-key"
 response = image_edit(
     model="stability/stable-image-remove-background-v1:0",
     image=open("portrait.png", "rb"),
-    prompt="Remove the background",
+    # No prompt required for fast upscale
 )
 print(response)
 ```
@@ -329,10 +337,29 @@ response = image_edit(
     model="stability/stable-image-erase-object-v1:0",
     image=open("scene.png", "rb"),
     mask=open("object_mask.png", "rb"),  # Mask the object to erase
-    prompt="Remove the object",
+    # No prompt needed
 )
 print(response)
 ```
+#### Style Transfer
+
+```python showLineNumbers
+from litellm import image_edit
+import os
+
+os.environ['STABILITY_API_KEY'] = "your-api-key"
+
+# Transfer style from one image to another
+# Note: Uses init_image (via image param) and style_image
+response = image_edit(
+    model="stability/stable-style-transfer-v1:0",
+    image=open("content_image.png", "rb"),  # Maps to init_image
+    style_image=open("style_reference.png", "rb"),  # Style to apply
+    fidelity=0.5,  # 0-1, balance between content and style
+    # No prompt needed
+)
+
+print(response)
 
 ### Supported Image Edit Models
 
@@ -419,6 +446,23 @@ response = image_edit(
 )
 print(response)
 ```
+# Fast upscale without prompt
+response = image_edit(
+    model="bedrock/stability.stable-fast-upscale-v1:0",
+    image=open("low_res_image.png", "rb"),
+)
+
+# Outpaint with numeric parameters
+response = image_edit(
+    model="bedrock/stability.stable-outpaint-v1:0",
+    image=open("original_image.png", "rb"),
+    left=100,   # Automatically converted to int
+    right=100,
+    up=50,
+    down=50,
+)
+
+print(response)
 
 ### Supported Bedrock Stability Models
 
diff --git a/docs/my-website/docs/providers/vertex.md b/docs/my-website/docs/providers/vertex.md
index 33ebf535d29..be2bf86ab10 100644
--- a/docs/my-website/docs/providers/vertex.md
+++ b/docs/my-website/docs/providers/vertex.md
@@ -1390,6 +1390,77 @@ model_list:
 
 
 
+### **Workload Identity Federation**
+
+LiteLLM supports [Google Cloud Workload Identity Federation (WIF)](https://cloud.google.com/iam/docs/workload-identity-federation), which allows you to grant on-premises or multi-cloud workloads access to Google Cloud resources without using a service account key. This is the recommended approach for workloads running in other cloud environments (AWS, Azure, etc.) or on-premises.
+
+To use Workload Identity Federation, pass the path to your WIF credentials configuration file via `vertex_credentials`:
+
+<Tabs>
+<TabItem value="sdk" label="SDK">
+
+```python
+from litellm import completion
+
+response = completion(
+    model="vertex_ai/gemini-1.5-pro",
+    messages=[{"role": "user", "content": "Hello!"}],
+    vertex_credentials="/path/to/wif-credentials.json",  # 👈 WIF credentials file
+    vertex_project="your-gcp-project-id",
+    vertex_location="us-central1"
+)
+```
+
+</TabItem>
+<TabItem value="proxy" label="PROXY">
+
+```yaml
+model_list:
+  - model_name: gemini-model
+    litellm_params:
+      model: vertex_ai/gemini-1.5-pro
+      vertex_project: your-gcp-project-id
+      vertex_location: us-central1
+      vertex_credentials: /path/to/wif-credentials.json  # 👈 WIF credentials file
+```
+
+Alternatively, you can create credentials in **LLM Credentials** in the LiteLLM UI and use those to authenticate your models:
+
+```yaml
+model_list:
+  - model_name: gemini-model
+    litellm_params:
+      model: vertex_ai/gemini-1.5-pro
+      vertex_project: your-gcp-project-id
+      vertex_location: us-central1
+      litellm_credential_name: my-vertex-wif-credential  # 👈 Reference credential stored in UI
+```
+
+</TabItem>
+</Tabs>
+
+**WIF Credentials File Format**
+
+Your WIF credentials JSON file typically looks like this (for AWS federation):
+
+```json
+{
+  "type": "external_account",
+  "audience": "//iam.googleapis.com/projects/PROJECT_NUMBER/locations/global/workloadIdentityPools/POOL_ID/providers/PROVIDER_ID",
+  "subject_token_type": "urn:ietf:params:aws:token-type:aws4_request",
+  "service_account_impersonation_url": "https://iamcredentials.googleapis.com/v1/projects/-/serviceAccounts/SERVICE_ACCOUNT_EMAIL:generateAccessToken",
+  "token_url": "https://sts.googleapis.com/v1/token",
+  "credential_source": {
+    "environment_id": "aws1",
+    "region_url": "http://169.254.169.254/latest/meta-data/placement/availability-zone",
+    "url": "http://169.254.169.254/latest/meta-data/iam/security-credentials",
+    "regional_cred_verification_url": "https://sts.{region}.amazonaws.com?Action=GetCallerIdentity&Version=2011-06-15"
+  }
+}
+```
+
+For more details on setting up Workload Identity Federation, see [Google Cloud WIF documentation](https://cloud.google.com/iam/docs/workload-identity-federation).
+
 ### **Environment Variables**
 
 You can set:
diff --git a/docs/my-website/docs/proxy/deleted_keys_teams.md b/docs/my-website/docs/proxy/deleted_keys_teams.md
new file mode 100644
index 00000000000..a4736ed5ed2
--- /dev/null
+++ b/docs/my-website/docs/proxy/deleted_keys_teams.md
@@ -0,0 +1,106 @@
+import Image from '@theme/IdealImage';
+
+# Deleted Keys & Teams Audit Logs
+
+<Image img={require('../../img/ui_deleted_keys_table.png')} />
+
+View deleted API keys and teams along with their spend and budget information at the time of deletion for auditing and compliance purposes.
+
+## Overview
+
+The Deleted Keys & Teams feature provides a comprehensive audit trail for deleted entities in your LiteLLM proxy. This feature was implemented to easily allow audits of which key or team was deleted along with the spend/budget at the time of deletion.
+
+When a key or team is deleted, LiteLLM automatically captures:
+
+- **Deletion timestamp** - When the entity was deleted
+- **Deleted by** - Who performed the deletion action
+- **Spend at deletion** - The total spend accumulated at the time of deletion
+- **Original budget** - The budget that was set for the entity before deletion
+- **Entity details** - Key or team identification information
+
+This information is preserved even after deletion, allowing you to maintain accurate financial records and audit trails for compliance purposes.
+
+## Viewing Deleted Keys
+
+### Step 1: Navigate to API Keys Page
+
+Navigate to the API Keys page in the LiteLLM UI:
+
+```
+http://localhost:4000/ui/?login=success&page=api-keys
+```
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/73b97ba9-0ab5-4140-aee2-05fa90463461/ascreenshot_5e6d9f05d452405c83d7a368349d087d_text_export.jpeg)
+
+### Step 2: Access Logs Section
+
+Click on the "Logs" menu item in the navigation.
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/73b97ba9-0ab5-4140-aee2-05fa90463461/ascreenshot_8ebab354b1e542e59e1082e519927edd_text_export.jpeg)
+
+### Step 3: View Deleted Keys
+
+Click on "Deleted Keys" to view the table of all deleted API keys.
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/00668558-9326-4a6f-8e87-159d54b17a72/ascreenshot_d0e50e49e9aa43d4a22ada6f12a78b12_text_export.jpeg)
+
+### Step 4: Review Deletion Information
+
+The Deleted Keys table includes comprehensive information about each deleted key:
+
+- **When** the key was deleted (timestamp)
+- **Who** deleted the key (user/admin information)
+- **Key identification** details
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/8538f7c4-634e-44c8-8d7d-fafbd6da0b02/ascreenshot_6b73f9c6a52d4e40a2368ef441cf6c8f_text_export.jpeg)
+
+### Step 5: View Financial Information
+
+The table also displays financial information captured at the time of deletion:
+
+- **Spend at deletion** - Total spend accumulated when the key was deleted
+- **Original budget** - The budget limit that was set for the key
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/f8b03850-b17c-490c-a507-c3b0b6c050ab/ascreenshot_070b139f111844bba38fbed8835b097b_text_export.jpeg)
+
+## Viewing Deleted Teams
+
+### Step 1: Access Deleted Teams
+
+From the Logs section, click on "Deleted Teams" to view all deleted teams.
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/716ce26f-09af-4a6d-99c5-921d6b6a8555/ascreenshot_d36c16f1cf894340aa8bc20ada5922ac_text_export.jpeg)
+
+### Step 2: Review Team Deletion Information
+
+The Deleted Teams table provides detailed information about each deleted team:
+
+- **When** the team was deleted (timestamp)
+- **Who** deleted the team (user/admin information)
+- **Team identification** details
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/0a3f2d3f-179a-4ad7-916e-b77a13dca01d/ascreenshot_ded5970762d54528ae656421148116c4_text_export.jpeg)
+
+### Step 3: View Team Financial Information
+
+Similar to deleted keys, the Deleted Teams table shows financial information:
+
+- **Spend at deletion** - Total spend accumulated when the team was deleted
+- **Original budget** - The budget limit that was set for the team
+
+![](https://colony-recorder.s3.amazonaws.com/files/2026-01-17/5b24871f-b57e-404d-8fbe-a4b27cb2a6a0/ascreenshot_3121fbafbd6b4abf90993ce6c03c608d_text_export.jpeg)
+
+## Use Cases
+
+This feature is particularly useful for:
+
+- **Financial Auditing** - Track spend and budgets for deleted entities
+- **Compliance** - Maintain records of who deleted what and when
+- **Cost Analysis** - Understand spending patterns before deletion
+- **Accountability** - Identify which admin or user performed deletions
+- **Historical Records** - Preserve financial data even after entity deletion
+
+## Related Features
+
+- [Audit Logs](./multiple_admins.md) - View comprehensive audit logs for all entity changes
+- [UI Logs](./ui_logs.md) - View request logs and spend tracking
diff --git a/docs/my-website/docs/proxy/fallback_management.md b/docs/my-website/docs/proxy/fallback_management.md
index edc3087e1b8..9e565fee133 100644
--- a/docs/my-website/docs/proxy/fallback_management.md
+++ b/docs/my-website/docs/proxy/fallback_management.md
@@ -76,7 +76,7 @@ response = requests.post(
 print(response.json())
 ```
 
-### GET /fallback/{model}
+### GET /fallback/\{model\}
 
 Get fallback configuration for a specific model.
 
@@ -112,7 +112,7 @@ response = requests.get(
 print(response.json())
 ```
 
-### DELETE /fallback/{model}
+### DELETE /fallback/\{model\}
 
 Delete fallback configuration for a specific model.
 
@@ -150,9 +150,6 @@ print(response.json())
 
 ### Test fallback
 
-</TabItem>
-<TabItem value="proxy" label="PROXY">
-
 ```bash
 curl -X POST 'http://0.0.0.0:4000/chat/completions' \
 -H 'Content-Type: application/json' \
@@ -170,9 +167,6 @@ curl -X POST 'http://0.0.0.0:4000/chat/completions' \
 '
 ```
 
-</TabItem>
-</Tabs>
-
 
 
 ## Validation
diff --git a/docs/my-website/docs/proxy/guardrails/panw_prisma_airs.md b/docs/my-website/docs/proxy/guardrails/panw_prisma_airs.md
index 53f8a03f5bb..e3273a01c17 100644
--- a/docs/my-website/docs/proxy/guardrails/panw_prisma_airs.md
+++ b/docs/my-website/docs/proxy/guardrails/panw_prisma_airs.md
@@ -206,6 +206,7 @@ Expected successful response:
 | `mode` | No | When to run the guardrail | `pre_call` |
 | `fallback_on_error` | No | Action when PANW API is unavailable: `"block"` (fail-closed, default) or `"allow"` (fail-open). Config errors always block. | `block` |
 | `timeout` | No | PANW API call timeout in seconds (1-60) | `10.0` |
+| `violation_message_template` | No | Custom template for error message when request is blocked. Supports `{guardrail_name}`, `{category}`, `{action_type}`, `{default_message}` placeholders. | - |
 
 ### Regional Endpoints
 
@@ -449,6 +450,33 @@ LiteLLM does not alter or configure your PANW security profile. To change what c
 The guardrail is **fail-closed** by default - if the PANW API is unavailable, requests are blocked to ensure no unscanned content reaches your LLM. This provides maximum security.
 :::
 
+### Custom Violation Messages
+
+You can customize the error message returned to the user when a request is blocked by configuring the `violation_message_template` parameter. This is useful for providing user-friendly feedback instead of technical details.
+
+```yaml
+guardrails:
+  - guardrail_name: "panw-custom-message"
+    litellm_params:
+      guardrail: panw_prisma_airs
+      api_key: os.environ/PANW_PRISMA_AIRS_API_KEY
+      # Simple message
+      violation_message_template: "Your request was blocked by our AI Security Policy."
+
+  - guardrail_name: "panw-detailed-message"
+    litellm_params:
+      guardrail: panw_prisma_airs
+      api_key: os.environ/PANW_PRISMA_AIRS_API_KEY
+      # Message with placeholders
+      violation_message_template: "{action_type} blocked due to {category} violation. Please contact support."
+```
+
+**Supported Placeholders:**
+- `{guardrail_name}`: Name of the guardrail (e.g. "panw-custom-message")
+- `{category}`: Violation category (e.g. "malicious", "injection", "dlp")
+- `{action_type}`: "Prompt" or "Response"
+- `{default_message}`: The original technical error message
+
 ### Fail-Open Configuration
 
 By default, the PANW guardrail operates in **fail-closed** mode for maximum security. If the PANW API is unavailable (timeout, rate limit, network error), requests are blocked. You can configure **fail-open** mode for high-availability scenarios where service continuity is critical.
diff --git a/docs/my-website/docs/tutorials/claude_code_websearch.md b/docs/my-website/docs/tutorials/claude_code_websearch.md
new file mode 100644
index 00000000000..478fc960348
--- /dev/null
+++ b/docs/my-website/docs/tutorials/claude_code_websearch.md
@@ -0,0 +1,203 @@
+import Image from '@theme/IdealImage';
+
+# Claude Code - WebSearch Across All Providers
+
+Enable Claude Code's web search tool to work with any provider (Bedrock, Azure, Vertex, etc.). LiteLLM automatically intercepts web search requests and executes them server-side.
+
+<Image img={require('../../img/claude_code_websearch.png')} />
+
+## Proxy Configuration
+
+Add WebSearch interception to your `litellm_config.yaml`:
+
+```yaml showLineNumbers title="litellm_config.yaml"
+model_list:
+  - model_name: bedrock-sonnet
+    litellm_params:
+      model: bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0
+      aws_region_name: us-east-1
+
+# Enable WebSearch interception for providers
+litellm_settings:
+  callbacks:
+    - websearch_interception:
+        enabled_providers:
+          - bedrock
+          - azure
+          - vertex_ai
+        search_tool_name: perplexity-search  # Optional: specific search tool
+
+# Configure search provider
+search_tools:
+  - search_tool_name: perplexity-search
+    litellm_params:
+      search_provider: perplexity
+      api_key: os.environ/PERPLEXITY_API_KEY
+```
+
+## Quick Start
+
+### 1. Configure LiteLLM Proxy
+
+Create `config.yaml`:
+
+```yaml showLineNumbers title="config.yaml"
+model_list:
+  - model_name: bedrock-sonnet
+    litellm_params:
+      model: bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0
+      aws_region_name: us-east-1
+
+litellm_settings:
+  callbacks:
+    - websearch_interception:
+        enabled_providers: [bedrock]
+
+search_tools:
+  - search_tool_name: perplexity-search
+    litellm_params:
+      search_provider: perplexity
+      api_key: os.environ/PERPLEXITY_API_KEY
+```
+
+### 2. Start Proxy
+
+```bash showLineNumbers title="Start LiteLLM Proxy"
+export PERPLEXITY_API_KEY=your-key
+litellm --config config.yaml
+```
+
+### 3. Use with Claude Code
+
+```bash showLineNumbers title="Configure Claude Code"
+export ANTHROPIC_BASE_URL=http://localhost:4000
+export ANTHROPIC_API_KEY=sk-1234
+claude
+```
+
+Now use web search in Claude Code - it works with any provider!
+
+## How It Works
+
+When Claude Code sends a web search request, LiteLLM:
+1. Intercepts the native `web_search` tool
+2. Converts it to LiteLLM's standard format
+3. Executes the search via Perplexity/Tavily
+4. Returns the final answer to Claude Code
+
+```mermaid
+sequenceDiagram
+    participant CC as Claude Code
+    participant LP as LiteLLM Proxy
+    participant B as Bedrock/Azure/etc
+    participant P as Perplexity/Tavily
+
+    CC->>LP: Request with web_search tool
+    Note over LP: Convert native tool<br/>to LiteLLM format
+    LP->>B: Request with converted tool
+    B-->>LP: Response: tool_use
+    Note over LP: Detect web search<br/>tool_use
+    LP->>P: Execute search
+    P-->>LP: Search results
+    LP->>B: Follow-up with results
+    B-->>LP: Final answer
+    LP-->>CC: Final answer with search results
+```
+
+**Result**: One API call from Claude Code → Complete answer with search results
+
+## Supported Providers
+
+| Provider | Native Web Search | With LiteLLM |
+|----------|-------------------|--------------|
+| **Anthropic** | ✅ Yes | ✅ Yes |
+| **Bedrock** | ❌ No | ✅ Yes |
+| **Azure** | ❌ No | ✅ Yes |
+| **Vertex AI** | ❌ No | ✅ Yes |
+| **Other Providers** | ❌ No | ✅ Yes |
+
+## Search Providers
+
+Configure which search provider to use. LiteLLM supports multiple search providers:
+
+| Provider | `search_provider` Value | Environment Variable |
+|----------|------------------------|----------------------|
+| **Perplexity AI** | `perplexity` | `PERPLEXITYAI_API_KEY` |
+| **Tavily** | `tavily` | `TAVILY_API_KEY` |
+| **Exa AI** | `exa_ai` | `EXA_API_KEY` |
+| **Parallel AI** | `parallel_ai` | `PARALLEL_AI_API_KEY` |
+| **Google PSE** | `google_pse` | `GOOGLE_PSE_API_KEY`, `GOOGLE_PSE_ENGINE_ID` |
+| **DataForSEO** | `dataforseo` | `DATAFORSEO_LOGIN`, `DATAFORSEO_PASSWORD` |
+| **Firecrawl** | `firecrawl` | `FIRECRAWL_API_KEY` |
+| **SearXNG** | `searxng` | `SEARXNG_API_BASE` (required) |
+| **Linkup** | `linkup` | `LINKUP_API_KEY` |
+
+See [all supported search providers](../search/index.md) for detailed setup instructions and provider-specific parameters.
+
+## Configuration Options
+
+### WebSearch Interception Parameters
+
+| Parameter | Type | Required | Description | Example |
+|-----------|------|----------|-------------|---------|
+| `enabled_providers` | List[String] | Yes | List of providers to enable web search interception for | `[bedrock, azure, vertex_ai]` |
+| `search_tool_name` | String | No | Specific search tool from `search_tools` config. If not set, uses first available search tool. | `perplexity-search` |
+
+### Supported Provider Values
+
+Use these values in `enabled_providers`:
+
+| Provider | Value | Description |
+|----------|-------|-------------|
+| AWS Bedrock | `bedrock` | Amazon Bedrock Claude models |
+| Azure OpenAI | `azure` | Azure-hosted models |
+| Google Vertex AI | `vertex_ai` | Google Cloud Vertex AI |
+| Any Other | Provider name | Any LiteLLM-supported provider |
+
+### Complete Configuration Example
+
+```yaml showLineNumbers title="Complete config.yaml"
+model_list:
+  - model_name: bedrock-sonnet
+    litellm_params:
+      model: bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0
+      aws_region_name: us-east-1
+
+  - model_name: azure-gpt4
+    litellm_params:
+      model: azure/gpt-4
+      api_base: https://my-azure.openai.azure.com
+      api_key: os.environ/AZURE_API_KEY
+
+litellm_settings:
+  callbacks:
+    - websearch_interception:
+        enabled_providers:
+          - bedrock        # Enable for AWS Bedrock
+          - azure          # Enable for Azure OpenAI
+          - vertex_ai      # Enable for Google Vertex
+        search_tool_name: perplexity-search  # Optional: use specific search tool
+
+# Configure search tools
+search_tools:
+  - search_tool_name: perplexity-search
+    litellm_params:
+      search_provider: perplexity
+      api_key: os.environ/PERPLEXITY_API_KEY
+
+  - search_tool_name: tavily-search
+    litellm_params:
+      search_provider: tavily
+      api_key: os.environ/TAVILY_API_KEY
+```
+
+**How search tool selection works:**
+- If `search_tool_name` is specified → Uses that specific search tool
+- If `search_tool_name` is not specified → Uses first search tool in `search_tools` list
+- In example above: Without `search_tool_name`, would use `perplexity-search` (first in list)
+
+## Related
+
+- [Claude Code Quickstart](./claude_responses_api.md)
+- [Claude Code Cost Tracking](./claude_code_customer_tracking.md)
+- [Using Non-Anthropic Models](./claude_non_anthropic_models.md)
diff --git a/docs/my-website/docs/tutorials/cursor_integration.md b/docs/my-website/docs/tutorials/cursor_integration.md
index 3f462e1ee5d..49f88bd0487 100644
--- a/docs/my-website/docs/tutorials/cursor_integration.md
+++ b/docs/my-website/docs/tutorials/cursor_integration.md
@@ -1,3 +1,5 @@
+import Image from '@theme/IdealImage';
+
 # Cursor Integration
 
 Route Cursor IDE requests through LiteLLM for unified logging, budget controls, and access to any model.
@@ -76,6 +78,34 @@ Send a message. All requests now route through LiteLLM.
 
 ---
 
+## Connecting MCP Servers
+
+You can also connect MCP servers to Cursor via LiteLLM Proxy.
+
+For official instructions on configuring MCP integration with Cursor, please refer to the Cursor documentation here: [https://cursor.com/en-US/docs/context/mcp](https://cursor.com/en-US/docs/context/mcp).
+
+1. In Cursor Settings, go to the "Tools & MCP" tab and click "New MCP Server".
+
+2. In your `mcp.json`, add the following configuration:
+
+```
+{
+  "mcpServers": {
+    "litellm": {
+      "url": "http://localhost:4000/everything/mcp",
+      "type": "http",
+      "headers": {
+        "Authorization": "Bearer sk-LITELLM_VIRTUAL_KEY"
+      }
+    }
+  }
+}
+```
+
+3. LiteLLM's MCP will now appear under "Installed MCP Servers" in Cursor.
+
+<Image img={require('../../img/cursor_mcp_installed.png')} />
+
 ## Troubleshooting
 
 | Issue | Solution |
diff --git a/docs/my-website/img/claude_code_websearch.png b/docs/my-website/img/claude_code_websearch.png
new file mode 100644
index 00000000000..a0d8a3ba85a
Binary files /dev/null and b/docs/my-website/img/claude_code_websearch.png differ
diff --git a/docs/my-website/img/cursor_mcp_installed.png b/docs/my-website/img/cursor_mcp_installed.png
new file mode 100644
index 00000000000..f2339bcec3d
Binary files /dev/null and b/docs/my-website/img/cursor_mcp_installed.png differ
diff --git a/docs/my-website/img/release_notes/claude_code_websearch.png b/docs/my-website/img/release_notes/claude_code_websearch.png
new file mode 100644
index 00000000000..eec4b6d70e8
Binary files /dev/null and b/docs/my-website/img/release_notes/claude_code_websearch.png differ
diff --git a/docs/my-website/img/ui_deleted_keys_table.png b/docs/my-website/img/ui_deleted_keys_table.png
new file mode 100644
index 00000000000..9d7cf8455b3
Binary files /dev/null and b/docs/my-website/img/ui_deleted_keys_table.png differ
diff --git a/docs/my-website/img/ui_endpoint_activity.png b/docs/my-website/img/ui_endpoint_activity.png
index e2550066a07..fc0a90ca444 100644
Binary files a/docs/my-website/img/ui_endpoint_activity.png and b/docs/my-website/img/ui_endpoint_activity.png differ
diff --git a/docs/my-website/release_notes/v1.80.15/index.md b/docs/my-website/release_notes/v1.80.15/index.md
index 33c01973b18..4037a0d9b5d 100644
--- a/docs/my-website/release_notes/v1.80.15/index.md
+++ b/docs/my-website/release_notes/v1.80.15/index.md
@@ -1,5 +1,5 @@
 ---
-title: "[Preview] v1.80.15.rc.1 - Manus API Support"
+title: "v1.80.15-stable - Manus API Support"
 slug: "v1-80-15"
 date: 2026-01-10T10:00:00
 authors:
@@ -27,7 +27,7 @@ import TabItem from '@theme/TabItem';
 docker run \
 -e STORE_MODEL_IN_DB=True \
 -p 4000:4000 \
-docker.litellm.ai/berriai/litellm:v1.80.15.rc.1
+docker.litellm.ai/berriai/litellm:v1.80.15-stable.1
 ```
 
 </TabItem>
@@ -638,6 +638,6 @@ Users can now see Endpoint Activity Metrics in the UI.
 
 ## Full Changelog
 
-**[View complete changelog on GitHub](https://github.com/BerriAI/litellm/compare/v1.80.11.rc.1...v1.80.14.rc.1)**
+**[View complete changelog on GitHub](https://github.com/BerriAI/litellm/compare/v1.80.11.rc.1...v1.80.15-stable.1)**
 
 
diff --git a/docs/my-website/release_notes/v1.81.0/index.md b/docs/my-website/release_notes/v1.81.0/index.md
new file mode 100644
index 00000000000..edd720f6bfd
--- /dev/null
+++ b/docs/my-website/release_notes/v1.81.0/index.md
@@ -0,0 +1,517 @@
+---
+title: "v1.81.0 - Claude Code - Web Search Across All Providers"
+slug: "v1-81-0"
+date: 2026-01-18T10:00:00
+authors:
+  - name: Krrish Dholakia
+    title: CEO, LiteLLM
+    url: https://www.linkedin.com/in/krish-d/
+    image_url: https://pbs.twimg.com/profile_images/1298587542745358340/DZv3Oj-h_400x400.jpg
+  - name: Ishaan Jaff
+    title: CTO, LiteLLM
+    url: https://www.linkedin.com/in/reffajnaahsi/
+    image_url: https://pbs.twimg.com/profile_images/1613813310264340481/lz54oEiB_400x400.jpg
+hide_table_of_contents: false
+---
+
+import Image from '@theme/IdealImage';
+import Tabs from '@theme/Tabs';
+import TabItem from '@theme/TabItem';
+
+## Deploy this version
+
+<Tabs>
+<TabItem value="docker" label="Docker">
+
+``` showLineNumbers title="docker run litellm"
+docker run \
+-e STORE_MODEL_IN_DB=True \
+-p 4000:4000 \
+docker.litellm.ai/berriai/litellm:v1.81.0
+```
+
+</TabItem>
+
+<TabItem value="pip" label="Pip">
+
+``` showLineNumbers title="pip install litellm"
+pip install litellm==1.81.0
+```
+
+</TabItem>
+</Tabs>
+
+---
+
+## Key Highlights
+
+- **Claude Code** - Support for using web search across Bedrock, Vertex AI, and all LiteLLM providers
+- **Major Change** - [50MB limit on image URL downloads](#major-change---chatcompletions-image-url-download-size-limit) to improve reliability
+- **Performance** - [25% CPU Usage Reduction](#performance---25-cpu-usage-reduction) by removing premature model.dump() calls from the hot path
+- **Deleted Keys Audit Table on UI** - [View deleted keys and teams for audit purposes](../../docs/proxy/deleted_keys_teams.md) with spend and budget information at the time of deletion
+
+---
+
+## Claude Code - Web Search Across All Providers
+
+<Image img={require('../../img/release_notes/claude_code_websearch.png')} />
+
+This release brings web search support to Claude Code across all LiteLLM providers (Bedrock, Azure, Vertex AI, and more), enabling AI coding assistants to search the web for real-time information.
+
+This means you can now use Claude Code's web search tool with any provider, not just Anthropic's native API. LiteLLM automatically intercepts web search requests and executes them server-side using your configured search provider (Perplexity, Tavily, Exa AI, and more).
+
+Proxy Admins can configure web search interception in their LiteLLM proxy config to enable this capability for their teams using Claude Code with Bedrock, Azure, or any other supported provider.
+
+[**Learn more →**](../../docs/tutorials/claude_code_websearch.md)
+
+---
+
+## Major Change - /chat/completions Image URL Download Size Limit
+
+To improve reliability and prevent memory issues, LiteLLM now includes a configurable **50MB limit** on image URL downloads by default. Previously, there was no limit on image downloads, which could occasionally cause memory issues with very large images.
+
+### How It Works
+
+Requests with image URLs exceeding 50MB will receive a helpful error message:
+
+```bash
+curl -X POST 'https://your-litellm-proxy.com/chat/completions' \
+  -H 'Content-Type: application/json' \
+  -H 'Authorization: Bearer sk-1234' \
+  -d '{
+    "model": "gpt-4o",
+    "messages": [
+      {
+        "role": "user",
+        "content": [
+          {
+            "type": "text",
+            "text": "What is in this image?"
+          },
+          {
+            "type": "image_url",
+            "image_url": {
+              "url": "https://example.com/very-large-image.jpg"
+            }
+          }
+        ]
+      }
+    ]
+  }'
+```
+
+**Error Response:**
+
+```json
+{
+  "error": {
+    "message": "Error: Image size (75.50MB) exceeds maximum allowed size (50.0MB). url=https://example.com/very-large-image.jpg",
+    "type": "ImageFetchError"
+  }
+}
+```
+
+### Configuring the Limit
+
+The default 50MB limit works well for most use cases, but you can easily adjust it if needed:
+
+**Increase the limit (e.g., to 100MB):**
+
+```bash
+export MAX_IMAGE_URL_DOWNLOAD_SIZE_MB=100
+```
+
+**Disable image URL downloads (for security):**
+
+```bash
+export MAX_IMAGE_URL_DOWNLOAD_SIZE_MB=0
+```
+
+**Docker Configuration:**
+
+```bash
+docker run \
+  -e MAX_IMAGE_URL_DOWNLOAD_SIZE_MB=100 \
+  -p 4000:4000 \
+  docker.litellm.ai/berriai/litellm:v1.81.0
+```
+
+**Proxy Config (config.yaml):**
+
+```yaml
+general_settings:
+  master_key: sk-1234
+  
+# Set via environment variable
+environment_variables:
+  MAX_IMAGE_URL_DOWNLOAD_SIZE_MB: "100"
+```
+
+### Why Add This?
+
+This feature improves reliability by:
+- Preventing memory issues from very large images
+- Aligning with OpenAI's 50MB payload limit
+- Validating image sizes early (when Content-Length header is available)
+
+---
+
+## Performance - 25% CPU Usage Reduction
+
+LiteLLM now reduces CPU usage by removing premature `model.dump()` calls from the hot path in request processing. Previously, Pydantic model serialization was performed earlier and more frequently than necessary, causing unnecessary CPU overhead on every request. By deferring serialization until it is actually needed, LiteLLM reduces CPU usage and improves request throughput under high load.
+
+---
+
+## Deleted Keys Audit Table on UI
+
+<Image img={require('../../img/ui_deleted_keys_table.png')} />
+
+LiteLLM now provides a comprehensive audit table for deleted API keys and teams directly in the UI. This feature allows you to easily track the spend of deleted keys, view their associated team information, and maintain accurate financial records for auditing and compliance purposes. The table displays key details including key aliases, team associations, and spend information captured at the time of deletion. For more information on how to use this feature, see the [Deleted Keys & Teams documentation](../../docs/proxy/deleted_keys_teams.md).
+
+---
+
+## New Models / Updated Models
+
+#### New Model Support
+
+| Provider | Model | Features |
+| -------- | ----- | -------- |
+| OpenAI | `gpt-5.2-codex` | Code generation |
+| Azure | `azure/gpt-5.2-codex` | Code generation |
+| Cerebras | `cerebras/zai-glm-4.7` | Reasoning, function calling |
+| Replicate | All chat models | Full support for all Replicate chat models |
+
+#### Features
+
+- **[Anthropic](../../docs/providers/anthropic)**
+  - Add missing anthropic tool results in response - [PR #18945](https://github.com/BerriAI/litellm/pull/18945)
+  - Preserve web_fetch_tool_result in multi-turn conversations - [PR #18142](https://github.com/BerriAI/litellm/pull/18142)
+
+- **[Gemini](../../docs/providers/gemini)**
+  - Add presence_penalty support for Google AI Studio - [PR #18154](https://github.com/BerriAI/litellm/pull/18154)
+  - Forward extra_headers in generateContent adapter - [PR #18935](https://github.com/BerriAI/litellm/pull/18935)
+  - Add medium value support for detail param - [PR #19187](https://github.com/BerriAI/litellm/pull/19187)
+
+- **[Vertex AI](../../docs/providers/vertex)**
+  - Improve passthrough endpoint URL parsing and construction - [PR #17526](https://github.com/BerriAI/litellm/pull/17526)
+  - Add type object to tool schemas missing type field - [PR #19103](https://github.com/BerriAI/litellm/pull/19103)
+  - Keep type field in Gemini schema when properties is empty - [PR #18979](https://github.com/BerriAI/litellm/pull/18979)
+
+- **[Bedrock](../../docs/providers/bedrock)**
+  - Add OpenAI-compatible service_tier parameter translation - [PR #18091](https://github.com/BerriAI/litellm/pull/18091)
+  - Add user auth in standard logging object for Bedrock passthrough - [PR #19140](https://github.com/BerriAI/litellm/pull/19140)
+  - Strip throughput tier suffixes from model names - [PR #19147](https://github.com/BerriAI/litellm/pull/19147)
+
+- **[OCI](../../docs/providers/oci)**
+  - Handle OpenAI-style image_url object in multimodal messages - [PR #18272](https://github.com/BerriAI/litellm/pull/18272)
+
+- **[Ollama](../../docs/providers/ollama)**
+  - Set finish_reason to tool_calls and remove broken capability check - [PR #18924](https://github.com/BerriAI/litellm/pull/18924)
+
+- **[Watsonx](../../docs/providers/watsonx/index)**
+  - Allow passing scope ID for Watsonx inferencing - [PR #18959](https://github.com/BerriAI/litellm/pull/18959)
+
+- **[Replicate](../../docs/providers/replicate)**
+  - Add all chat Replicate models support - [PR #18954](https://github.com/BerriAI/litellm/pull/18954)
+
+- **[OpenRouter](../../docs/providers/openrouter)**
+  - Add OpenRouter support for image/generation endpoints - [PR #19059](https://github.com/BerriAI/litellm/pull/19059)
+
+- **[Volcengine](../../docs/providers/volcano)**
+  - Add max_tokens settings for Volcengine models (deepseek-v3-2, glm-4-7, kimi-k2-thinking) - [PR #19076](https://github.com/BerriAI/litellm/pull/19076)
+
+- **Azure Model Router**
+  - New Model - Azure Model Router on LiteLLM AI Gateway - [PR #19054](https://github.com/BerriAI/litellm/pull/19054)
+
+- **GPT-5 Models**
+  - Correct context window sizes for GPT-5 model variants - [PR #18928](https://github.com/BerriAI/litellm/pull/18928)
+  - Correct max_input_tokens for GPT-5 models - [PR #19056](https://github.com/BerriAI/litellm/pull/19056)
+
+- **Text Completion**
+  - Support token IDs (list of integers) as prompt - [PR #18011](https://github.com/BerriAI/litellm/pull/18011)
+
+### Bug Fixes
+
+- **[Anthropic](../../docs/providers/anthropic)**
+  - Prevent dropping thinking when any message has thinking_blocks - [PR #18929](https://github.com/BerriAI/litellm/pull/18929)
+  - Fix anthropic token counter with thinking - [PR #19067](https://github.com/BerriAI/litellm/pull/19067)
+  - Add better error handling for Anthropic - [PR #18955](https://github.com/BerriAI/litellm/pull/18955)
+  - Fix Anthropic during call error - [PR #19060](https://github.com/BerriAI/litellm/pull/19060)
+
+- **[Gemini](../../docs/providers/gemini)**
+  - Fix missing `completion_tokens_details` in Gemini 3 Flash when reasoning_effort is not used - [PR #18898](https://github.com/BerriAI/litellm/pull/18898)
+  - Fix Gemini Image Generation imageConfig parameters - [PR #18948](https://github.com/BerriAI/litellm/pull/18948)
+
+- **[Vertex AI](../../docs/providers/vertex)**
+  - Fix Vertex AI 400 Error with CachedContent model mismatch - [PR #19193](https://github.com/BerriAI/litellm/pull/19193)
+  - Fix Vertex AI doesn't support structured output - [PR #19201](https://github.com/BerriAI/litellm/pull/19201)
+
+- **[Bedrock](../../docs/providers/bedrock)**
+  - Fix Claude Code (`/messages`) Bedrock Invoke usage and request signing - [PR #19111](https://github.com/BerriAI/litellm/pull/19111)
+  - Fix model ID encoding for Bedrock passthrough - [PR #18944](https://github.com/BerriAI/litellm/pull/18944)
+  - Respect max_completion_tokens in thinking feature - [PR #18946](https://github.com/BerriAI/litellm/pull/18946)
+  - Fix header forwarding in Bedrock passthrough - [PR #19007](https://github.com/BerriAI/litellm/pull/19007)
+  - Fix Bedrock stability model usage issues - [PR #19199](https://github.com/BerriAI/litellm/pull/19199)
+
+---
+
+## LLM API Endpoints
+
+#### Features
+
+- **[/messages (Claude Code)](../../docs/providers/anthropic)**
+  - Add support for Tool Search on `/messages` API across Azure, Bedrock, and Anthropic API - [PR #19165](https://github.com/BerriAI/litellm/pull/19165)
+  - Track end-users with Claude Code (`/messages`) for better analytics and monitoring - [PR #19171](https://github.com/BerriAI/litellm/pull/19171)
+  - Add web search support using LiteLLM `/search` endpoint with Claude Code (`/messages`) - [PR #19263](https://github.com/BerriAI/litellm/pull/19263), [PR #19294](https://github.com/BerriAI/litellm/pull/19294)
+
+- **[/messages (Claude Code) - Bedrock](../../docs/providers/bedrock)**
+  - Add support for Prompt Caching with Bedrock Converse on `/messages` - [PR #19123](https://github.com/BerriAI/litellm/pull/19123)
+  - Ensure budget tokens are passed to Bedrock Converse API correctly on `/messages` - [PR #19107](https://github.com/BerriAI/litellm/pull/19107)
+
+- **[Responses API](../../docs/response_api)**
+  - Add support for caching for responses API - [PR #19068](https://github.com/BerriAI/litellm/pull/19068)
+  - Add retry policy support to responses API - [PR #19074](https://github.com/BerriAI/litellm/pull/19074)
+
+- **Realtime API**
+  - Use non-streaming method for endpoint v1/a2a/message/send - [PR #19025](https://github.com/BerriAI/litellm/pull/19025)
+
+- **Batch API**
+  - Fix batch deletion and retrieve - [PR #18340](https://github.com/BerriAI/litellm/pull/18340)
+
+#### Bugs
+
+- **General**
+  - Fix responses content can't be none - [PR #19064](https://github.com/BerriAI/litellm/pull/19064)
+  - Fix model name from query param in realtime request - [PR #19135](https://github.com/BerriAI/litellm/pull/19135)
+  - Fix video status/content credential injection for wildcard models - [PR #18854](https://github.com/BerriAI/litellm/pull/18854)
+
+---
+
+## Management Endpoints / UI
+
+#### Features
+
+**Virtual Keys**
+- View deleted keys for audit purposes - [PR #18228](https://github.com/BerriAI/litellm/pull/18228), [PR #19268](https://github.com/BerriAI/litellm/pull/19268)
+- Add status query parameter for keys list - [PR #19260](https://github.com/BerriAI/litellm/pull/19260)
+- Refetch keys after key creation - [PR #18994](https://github.com/BerriAI/litellm/pull/18994)
+- Refresh keys list on delete - [PR #19262](https://github.com/BerriAI/litellm/pull/19262)
+- Simplify key generate permission error - [PR #18997](https://github.com/BerriAI/litellm/pull/18997)
+- Add search to key edit team dropdown - [PR #19119](https://github.com/BerriAI/litellm/pull/19119)
+
+**Teams & Organizations**
+- View deleted teams for audit purposes - [PR #18228](https://github.com/BerriAI/litellm/pull/18228), [PR #19268](https://github.com/BerriAI/litellm/pull/19268)
+- Add filters to organization table - [PR #18916](https://github.com/BerriAI/litellm/pull/18916)
+- Add query parameters to `/organization/list` - [PR #18910](https://github.com/BerriAI/litellm/pull/18910)
+- Add status query parameter for teams list - [PR #19260](https://github.com/BerriAI/litellm/pull/19260)
+- Show internal users their spend only - [PR #19227](https://github.com/BerriAI/litellm/pull/19227)
+- Allow preventing team admins from deleting members from teams - [PR #19128](https://github.com/BerriAI/litellm/pull/19128)
+- Refactor team member icon buttons - [PR #19192](https://github.com/BerriAI/litellm/pull/19192)
+
+**Models + Endpoints**
+- Display health information in public model hub - [PR #19256](https://github.com/BerriAI/litellm/pull/19256), [PR #19258](https://github.com/BerriAI/litellm/pull/19258)
+- Quality of life improvements for Anthropic models - [PR #19058](https://github.com/BerriAI/litellm/pull/19058)
+- Create reusable model select component - [PR #19164](https://github.com/BerriAI/litellm/pull/19164)
+- Edit settings model dropdown - [PR #19186](https://github.com/BerriAI/litellm/pull/19186)
+- Fix model hub client side exception - [PR #19045](https://github.com/BerriAI/litellm/pull/19045)
+
+**Usage & Analytics**
+- Allow top virtual keys and models to show more entries - [PR #19050](https://github.com/BerriAI/litellm/pull/19050)
+- Fix Y axis on model activity chart - [PR #19055](https://github.com/BerriAI/litellm/pull/19055)
+- Add Team ID and Team Name in export report - [PR #19047](https://github.com/BerriAI/litellm/pull/19047)
+- Add user metrics for Prometheus - [PR #18785](https://github.com/BerriAI/litellm/pull/18785)
+
+**SSO & Auth**
+- Allow setting custom MSFT Base URLs - [PR #18977](https://github.com/BerriAI/litellm/pull/18977)
+- Allow overriding env var attribute names - [PR #18998](https://github.com/BerriAI/litellm/pull/18998)
+- Fix SCIM GET /Users error and enforce SCIM 2.0 compliance - [PR #17420](https://github.com/BerriAI/litellm/pull/17420)
+- Feature flag for SCIM compliance fix - [PR #18878](https://github.com/BerriAI/litellm/pull/18878)
+
+**General UI**
+- Add allowClear to dropdown components for better UX - [PR #18778](https://github.com/BerriAI/litellm/pull/18778)
+- Add community engagement buttons - [PR #19114](https://github.com/BerriAI/litellm/pull/19114)
+- UI Feedback Form - why LiteLLM - [PR #18999](https://github.com/BerriAI/litellm/pull/18999)
+- Refactor user and team table filters to reusable component - [PR #19010](https://github.com/BerriAI/litellm/pull/19010)
+- Adjusting new badges - [PR #19278](https://github.com/BerriAI/litellm/pull/19278)
+
+#### Bugs
+
+- Container API routes return 401 for non-admin users - routes missing from openai_routes - [PR #19115](https://github.com/BerriAI/litellm/pull/19115)
+- Allow routing to regional endpoints for Containers API - [PR #19118](https://github.com/BerriAI/litellm/pull/19118)
+- Fix Azure Storage circular reference error - [PR #19120](https://github.com/BerriAI/litellm/pull/19120)
+- Fix prompt deletion fails with Prisma FieldNotFoundError - [PR #18966](https://github.com/BerriAI/litellm/pull/18966)
+
+---
+
+## AI Integrations
+
+### Logging
+
+- **[OpenTelemetry](../../docs/proxy/logging#opentelemetry)**
+  - Update semantic conventions to 1.38 (gen_ai attributes) - [PR #18793](https://github.com/BerriAI/litellm/pull/18793)
+
+- **[LangSmith](../../docs/proxy/logging#langsmith)**
+  - Hoist thread grouping metadata (session_id, thread) - [PR #18982](https://github.com/BerriAI/litellm/pull/18982)
+
+- **[Langfuse](../../docs/proxy/logging#langfuse)**
+  - Include Langfuse logger in JSON logging when Langfuse callback is used - [PR #19162](https://github.com/BerriAI/litellm/pull/19162)
+
+- **[Logfire](../../docs/observability/logfire)**
+  - Add ability to customize Logfire base URL through env var - [PR #19148](https://github.com/BerriAI/litellm/pull/19148)
+
+- **General Logging**
+  - Enable JSON logging via configuration and add regression test - [PR #19037](https://github.com/BerriAI/litellm/pull/19037)
+  - Fix header forwarding for embeddings endpoint - [PR #18960](https://github.com/BerriAI/litellm/pull/18960)
+  - Preserve llm_provider-* headers in error responses - [PR #19020](https://github.com/BerriAI/litellm/pull/19020)
+  - Fix turn_off_message_logging not redacting request messages in proxy_server_request field - [PR #18897](https://github.com/BerriAI/litellm/pull/18897)
+
+### Guardrails
+
+- **[Grayswan](../../docs/proxy/guardrails/grayswan)**
+  - Implement fail-open option (default: True) - [PR #18266](https://github.com/BerriAI/litellm/pull/18266)
+
+- **[Pangea](../../docs/proxy/guardrails/pangea)**
+  - Respect `default_on` during initialization - [PR #18912](https://github.com/BerriAI/litellm/pull/18912)
+
+- **[Panw Prisma AIRS](../../docs/proxy/guardrails/panw_prisma_airs)**
+  - Add custom violation message support - [PR #19272](https://github.com/BerriAI/litellm/pull/19272)
+
+- **General Guardrails**
+  - Fix SerializationIterator error and pass tools to guardrail - [PR #18932](https://github.com/BerriAI/litellm/pull/18932)
+  - Properly handle custom guardrails parameters - [PR #18978](https://github.com/BerriAI/litellm/pull/18978)
+  - Use clean error messages for blocked requests - [PR #19023](https://github.com/BerriAI/litellm/pull/19023)
+  - Guardrail moderation support with responses API - [PR #18957](https://github.com/BerriAI/litellm/pull/18957)
+  - Fix model-level guardrails not taking effect - [PR #18895](https://github.com/BerriAI/litellm/pull/18895)
+
+---
+
+## Spend Tracking, Budgets and Rate Limiting
+
+- **Cost Calculation Fixes**
+  - Include IMAGE token count in cost calculation for Gemini models - [PR #18876](https://github.com/BerriAI/litellm/pull/18876)
+  - Fix negative text_tokens when using cache with images - [PR #18768](https://github.com/BerriAI/litellm/pull/18768)
+  - Fix image tokens spend logging for `/images/generations` - [PR #19009](https://github.com/BerriAI/litellm/pull/19009)
+  - Fix incorrect `prompt_tokens_details` in Gemini Image Generation - [PR #19070](https://github.com/BerriAI/litellm/pull/19070)
+  - Fix case-insensitive model cost map lookup - [PR #18208](https://github.com/BerriAI/litellm/pull/18208)
+
+- **Pricing Updates**
+  - Correct pricing for `openrouter/openai/gpt-oss-20b` - [PR #18899](https://github.com/BerriAI/litellm/pull/18899)
+  - Add pricing for `azure_ai/claude-opus-4-5` - [PR #19003](https://github.com/BerriAI/litellm/pull/19003)
+  - Update Novita models prices - [PR #19005](https://github.com/BerriAI/litellm/pull/19005)
+  - Fix Azure Grok prices - [PR #19102](https://github.com/BerriAI/litellm/pull/19102)
+  - Fix GCP GLM-4.7 pricing - [PR #19172](https://github.com/BerriAI/litellm/pull/19172)
+  - Sync DeepSeek chat/reasoner to V3.2 pricing - [PR #18884](https://github.com/BerriAI/litellm/pull/18884)
+  - Correct cache_read pricing for gemini-2.5-pro models - [PR #18157](https://github.com/BerriAI/litellm/pull/18157)
+
+- **Budget & Rate Limiting**
+  - Correct budget limit validation operator (>=) for team members - [PR #19207](https://github.com/BerriAI/litellm/pull/19207)
+  - Fix TPM 25% limiting by ensuring priority queue logic - [PR #19092](https://github.com/BerriAI/litellm/pull/19092)
+  - Cleanup spend logs cron verification, fix, and docs - [PR #19085](https://github.com/BerriAI/litellm/pull/19085)
+
+---
+
+## MCP Gateway
+
+- Prevent duplicate MCP reload scheduler registration - [PR #18934](https://github.com/BerriAI/litellm/pull/18934)
+- Forward MCP extra headers case-insensitively - [PR #18940](https://github.com/BerriAI/litellm/pull/18940)
+- Fix MCP REST auth checks - [PR #19051](https://github.com/BerriAI/litellm/pull/19051)
+- Fix generating two telemetry events in responses - [PR #18938](https://github.com/BerriAI/litellm/pull/18938)
+- Fix MCP chat completions - [PR #19129](https://github.com/BerriAI/litellm/pull/19129)
+
+---
+
+## Performance / Loadbalancing / Reliability improvements
+
+- **Performance Improvements**
+  - Remove bottleneck causing high CPU usage & overhead under heavy load - [PR #19049](https://github.com/BerriAI/litellm/pull/19049)
+  - Add CI enforcement for O(1) operations in `_get_model_cost_key` to prevent performance regressions - [PR #19052](https://github.com/BerriAI/litellm/pull/19052)
+  - Fix Azure embeddings JSON parsing to prevent connection leaks and ensure proper router cooldown - [PR #19167](https://github.com/BerriAI/litellm/pull/19167)
+  - Do not fallback to token counter if `disable_token_counter` is enabled - [PR #19041](https://github.com/BerriAI/litellm/pull/19041)
+
+- **Reliability**
+  - Add fallback endpoints support - [PR #19185](https://github.com/BerriAI/litellm/pull/19185)
+  - Fix stream_timeout parameter functionality - [PR #19191](https://github.com/BerriAI/litellm/pull/19191)
+  - Fix model matching priority in configuration - [PR #19012](https://github.com/BerriAI/litellm/pull/19012)
+  - Fix num_retries in litellm_params as per config - [PR #18975](https://github.com/BerriAI/litellm/pull/18975)
+  - Handle exceptions without response parameter - [PR #18919](https://github.com/BerriAI/litellm/pull/18919)
+
+- **Infrastructure**
+  - Add Custom CA certificates to boto3 clients - [PR #18942](https://github.com/BerriAI/litellm/pull/18942)
+  - Update boto3 to 1.40.15 and aioboto3 to 15.5.0 - [PR #19090](https://github.com/BerriAI/litellm/pull/19090)
+  - Make keepalive_timeout parameter work for Gunicorn - [PR #19087](https://github.com/BerriAI/litellm/pull/19087)
+
+- **Helm Chart**
+  - Fix mount config.yaml as single file in Helm chart - [PR #19146](https://github.com/BerriAI/litellm/pull/19146)
+  - Sync Helm chart versioning with production standards and Docker versions - [PR #18868](https://github.com/BerriAI/litellm/pull/18868)
+
+---
+
+## Database Changes
+
+### Schema Updates
+
+| Table | Change Type | Description | PR |
+| ----- | ----------- | ----------- | -- |
+| `LiteLLM_ProxyModelTable` | New Columns | Added `created_at` and `updated_at` timestamp fields | [PR #18937](https://github.com/BerriAI/litellm/pull/18937) |
+
+---
+
+## Documentation Updates
+
+- Add LiteLLM architecture md doc - [PR #19057](https://github.com/BerriAI/litellm/pull/19057), [PR #19252](https://github.com/BerriAI/litellm/pull/19252)
+- Add troubleshooting guide - [PR #19096](https://github.com/BerriAI/litellm/pull/19096), [PR #19097](https://github.com/BerriAI/litellm/pull/19097), [PR #19099](https://github.com/BerriAI/litellm/pull/19099)
+- Add structured issue reporting guides for CPU and memory issues - [PR #19117](https://github.com/BerriAI/litellm/pull/19117)
+- Add Redis requirement warning for high-traffic deployments - [PR #18892](https://github.com/BerriAI/litellm/pull/18892)
+- Update load balancing and routing with enable_pre_call_checks - [PR #18888](https://github.com/BerriAI/litellm/pull/18888)
+- Updated pass_through with guided param - [PR #18886](https://github.com/BerriAI/litellm/pull/18886)
+- Update message content types link and add content types table - [PR #18209](https://github.com/BerriAI/litellm/pull/18209)
+- Add Redis initialization with kwargs - [PR #19183](https://github.com/BerriAI/litellm/pull/19183)
+- Improve documentation for routing LLM calls via SAP Gen AI Hub - [PR #19166](https://github.com/BerriAI/litellm/pull/19166)
+- Deleted Keys and Teams docs - [PR #19291](https://github.com/BerriAI/litellm/pull/19291)
+- Claude Code end user tracking guide - [PR #19176](https://github.com/BerriAI/litellm/pull/19176)
+- Add MCP troubleshooting guide - [PR #19122](https://github.com/BerriAI/litellm/pull/19122)
+- Add auth message UI documentation - [PR #19063](https://github.com/BerriAI/litellm/pull/19063)
+- Add guide for mounting custom callbacks in Helm/K8s - [PR #19136](https://github.com/BerriAI/litellm/pull/19136)
+
+---
+
+## Bug Fixes
+
+- Fix Swagger UI path execute error with server_root_path in OpenAPI schema - [PR #18947](https://github.com/BerriAI/litellm/pull/18947)
+- Normalize OpenAI SDK BaseModel choices/messages to avoid Pydantic serializer warnings - [PR #18972](https://github.com/BerriAI/litellm/pull/18972)
+- Add contextual gap checks and word-form digits - [PR #18301](https://github.com/BerriAI/litellm/pull/18301)
+- Clean up orphaned files from repository root - [PR #19150](https://github.com/BerriAI/litellm/pull/19150)
+- Include proxy/prisma_migration.py in non-root - [PR #18971](https://github.com/BerriAI/litellm/pull/18971)
+- Update prisma_migration.py - [PR #19083](https://github.com/BerriAI/litellm/pull/19083)
+
+---
+
+## New Contributors
+
+* @yogeshwaran10 made their first contribution in [PR #18898](https://github.com/BerriAI/litellm/pull/18898)
+* @theonlypal made their first contribution in [PR #18937](https://github.com/BerriAI/litellm/pull/18937)
+* @jonmagic made their first contribution in [PR #18935](https://github.com/BerriAI/litellm/pull/18935)
+* @houdataali made their first contribution in [PR #19025](https://github.com/BerriAI/litellm/pull/19025)
+* @hummat made their first contribution in [PR #18972](https://github.com/BerriAI/litellm/pull/18972)
+* @berkeyalciin made their first contribution in [PR #18966](https://github.com/BerriAI/litellm/pull/18966)
+* @MateuszOssGit made their first contribution in [PR #18959](https://github.com/BerriAI/litellm/pull/18959)
+* @xfan001 made their first contribution in [PR #18947](https://github.com/BerriAI/litellm/pull/18947)
+* @nulone made their first contribution in [PR #18884](https://github.com/BerriAI/litellm/pull/18884)
+* @debnil-mercor made their first contribution in [PR #18919](https://github.com/BerriAI/litellm/pull/18919)
+* @hakhundov made their first contribution in [PR #17420](https://github.com/BerriAI/litellm/pull/17420)
+* @rohanwinsor made their first contribution in [PR #19078](https://github.com/BerriAI/litellm/pull/19078)
+* @pgolm made their first contribution in [PR #19020](https://github.com/BerriAI/litellm/pull/19020)
+* @vikigenius made their first contribution in [PR #19148](https://github.com/BerriAI/litellm/pull/19148)
+* @burnerburnerburnerman made their first contribution in [PR #19090](https://github.com/BerriAI/litellm/pull/19090)
+* @yfge made their first contribution in [PR #19076](https://github.com/BerriAI/litellm/pull/19076)
+* @danielnyari-seon made their first contribution in [PR #19083](https://github.com/BerriAI/litellm/pull/19083)
+* @guilherme-segantini made their first contribution in [PR #19166](https://github.com/BerriAI/litellm/pull/19166)
+* @jgreek made their first contribution in [PR #19147](https://github.com/BerriAI/litellm/pull/19147)
+* @anand-kamble made their first contribution in [PR #19193](https://github.com/BerriAI/litellm/pull/19193)
+* @neubig made their first contribution in [PR #19162](https://github.com/BerriAI/litellm/pull/19162)
+
+---
+
+## Full Changelog
+
+**[View complete changelog on GitHub](https://github.com/BerriAI/litellm/compare/v1.80.15.rc.1...v1.81.0.rc.1)**
diff --git a/docs/my-website/sidebars.js b/docs/my-website/sidebars.js
index 38a26f6b183..102e3dfe1c5 100644
--- a/docs/my-website/sidebars.js
+++ b/docs/my-website/sidebars.js
@@ -122,6 +122,7 @@ const sidebars = {
           items: [
             "tutorials/claude_responses_api",
             "tutorials/claude_code_customer_tracking",
+            "tutorials/claude_code_websearch",
             "tutorials/claude_mcp",
             "tutorials/claude_non_anthropic_models",
           ]
@@ -274,12 +275,21 @@ const sidebars = {
             "proxy/ui/bulk_edit_users",
             "proxy/ui_credentials",
             "tutorials/scim_litellm",
+            {
+              type: "category",
+              label: "UI Usage Tracking",
+              items: [
+                "proxy/customer_usage",
+                "proxy/endpoint_activity"
+              ]
+            },
             {
               type: "category",
               label: "UI Logs",
               items: [
                 "proxy/ui_logs",
-                "proxy/ui_logs_sessions"
+                "proxy/ui_logs_sessions",
+                "proxy/deleted_keys_teams"
               ]
             }
           ],
@@ -329,7 +339,6 @@ const sidebars = {
             "proxy/team_budgets",
             "proxy/tag_budgets",
             "proxy/customers",
-            "proxy/customer_usage",
             "proxy/dynamic_rate_limit",
             "proxy/rate_limit_tiers",
             "proxy/temporary_budget_increase",
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251115120021_baseline_diff/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251115120021_baseline_diff/migration.sql
deleted file mode 100644
index 2f725d83806..00000000000
--- a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251115120021_baseline_diff/migration.sql
+++ /dev/null
@@ -1,2 +0,0 @@
--- This is an empty migration.
-
diff --git a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251115120539_baseline_diff/migration.sql b/litellm-proxy-extras/litellm_proxy_extras/migrations/20251115120539_baseline_diff/migration.sql
deleted file mode 100644
index 2f725d83806..00000000000
--- a/litellm-proxy-extras/litellm_proxy_extras/migrations/20251115120539_baseline_diff/migration.sql
+++ /dev/null
@@ -1,2 +0,0 @@
--- This is an empty migration.
-
diff --git a/litellm/a2a_protocol/main.py b/litellm/a2a_protocol/main.py
index 167aad7959a..2d36dbeacda 100644
--- a/litellm/a2a_protocol/main.py
+++ b/litellm/a2a_protocol/main.py
@@ -113,7 +113,9 @@ def _get_a2a_model_info(a2a_client: Any, kwargs: Dict[str, Any]) -> str:
         litellm_logging_obj.model = model
         litellm_logging_obj.custom_llm_provider = custom_llm_provider
         litellm_logging_obj.model_call_details["model"] = model
-        litellm_logging_obj.model_call_details["custom_llm_provider"] = custom_llm_provider
+        litellm_logging_obj.model_call_details[
+            "custom_llm_provider"
+        ] = custom_llm_provider
 
     return agent_name
 
@@ -197,7 +199,11 @@ async def asend_message(
         )
 
         # Extract params from request
-        params = request.params.model_dump(mode="json") if hasattr(request.params, "model_dump") else dict(request.params)
+        params = (
+            request.params.model_dump(mode="json")
+            if hasattr(request.params, "model_dump")
+            else dict(request.params)
+        )
 
         response_dict = await A2ACompletionBridgeHandler.handle_non_streaming(
             request_id=str(request.id),
@@ -216,7 +222,9 @@ async def asend_message(
     # Create A2A client if not provided but api_base is available
     if a2a_client is None:
         if api_base is None:
-            raise ValueError("Either a2a_client or api_base is required for standard A2A flow")
+            raise ValueError(
+                "Either a2a_client or api_base is required for standard A2A flow"
+            )
         a2a_client = await create_a2a_client(base_url=api_base)
 
     # Type assertion: a2a_client is guaranteed to be non-None here
@@ -235,7 +243,11 @@ async def asend_message(
 
     # Calculate token usage from request and response
     response_dict = a2a_response.model_dump(mode="json", exclude_none=True)
-    prompt_tokens, completion_tokens, _ = A2ARequestUtils.calculate_usage_from_request_response(
+    (
+        prompt_tokens,
+        completion_tokens,
+        _,
+    ) = A2ARequestUtils.calculate_usage_from_request_response(
         request=request,
         response_dict=response_dict,
     )
@@ -280,7 +292,9 @@ def send_message(
     if loop is not None:
         return asend_message(a2a_client=a2a_client, request=request, **kwargs)
     else:
-        return asyncio.run(asend_message(a2a_client=a2a_client, request=request, **kwargs))
+        return asyncio.run(
+            asend_message(a2a_client=a2a_client, request=request, **kwargs)
+        )
 
 
 async def asend_message_streaming(
@@ -347,7 +361,11 @@ async def asend_message_streaming(
         )
 
         # Extract params from request
-        params = request.params.model_dump(mode="json") if hasattr(request.params, "model_dump") else dict(request.params)
+        params = (
+            request.params.model_dump(mode="json")
+            if hasattr(request.params, "model_dump")
+            else dict(request.params)
+        )
 
         async for chunk in A2ACompletionBridgeHandler.handle_streaming(
             request_id=str(request.id),
@@ -365,7 +383,9 @@ async def asend_message_streaming(
     # Create A2A client if not provided but api_base is available
     if a2a_client is None:
         if api_base is None:
-            raise ValueError("Either a2a_client or api_base is required for standard A2A flow")
+            raise ValueError(
+                "Either a2a_client or api_base is required for standard A2A flow"
+            )
         a2a_client = await create_a2a_client(base_url=api_base)
 
     # Type assertion: a2a_client is guaranteed to be non-None here
@@ -378,7 +398,9 @@ async def asend_message_streaming(
     stream = a2a_client.send_message_streaming(request)
 
     # Build logging object for streaming completion callbacks
-    agent_card = getattr(a2a_client, "_litellm_agent_card", None) or getattr(a2a_client, "agent_card", None)
+    agent_card = getattr(a2a_client, "_litellm_agent_card", None) or getattr(
+        a2a_client, "agent_card", None
+    )
     agent_name = getattr(agent_card, "name", "unknown") if agent_card else "unknown"
     model = f"a2a_agent/{agent_name}"
 
@@ -456,7 +478,7 @@ async def create_a2a_client(
     if not A2A_SDK_AVAILABLE:
         raise ImportError(
             "The 'a2a' package is required for A2A agent invocation. "
-            "Install it with: pip install a2a"
+            "Install it with: pip install a2a-sdk"
         )
 
     verbose_logger.info(f"Creating A2A client for {base_url}")
@@ -512,7 +534,7 @@ async def aget_agent_card(
     if not A2A_SDK_AVAILABLE:
         raise ImportError(
             "The 'a2a' package is required for A2A agent invocation. "
-            "Install it with: pip install a2a"
+            "Install it with: pip install a2a-sdk"
         )
 
     verbose_logger.info(f"Fetching agent card from {base_url}")
@@ -534,5 +556,3 @@ async def aget_agent_card(
         f"Fetched agent card: {agent_card.name if hasattr(agent_card, 'name') else 'unknown'}"
     )
     return agent_card
-
-
diff --git a/litellm/constants.py b/litellm/constants.py
index dba79b2f186..3bdd943481e 100644
--- a/litellm/constants.py
+++ b/litellm/constants.py
@@ -329,6 +329,11 @@ ANTHROPIC_WEB_SEARCH_TOOL_MAX_USES = {
     "medium": 5,
     "high": 10,
 }
+
+# LiteLLM standard web search tool name
+# Used for web search interception across providers
+LITELLM_WEB_SEARCH_TOOL_NAME = "litellm_web_search"
+
 DEFAULT_IMAGE_ENDPOINT_MODEL = "dall-e-2"
 DEFAULT_VIDEO_ENDPOINT_MODEL = "sora-2"
 
diff --git a/litellm/images/main.py b/litellm/images/main.py
index 1b09c20d350..6c4c502a7b0 100644
--- a/litellm/images/main.py
+++ b/litellm/images/main.py
@@ -714,8 +714,8 @@ def image_variation(
 
 @client
 def image_edit(  # noqa: PLR0915
-    image: Union[FileTypes, List[FileTypes]],
-    prompt: str,
+    image: Optional[Union[FileTypes, List[FileTypes]]] = None,
+    prompt: Optional[str]= None,
     model: Optional[str] = None,
     mask: Optional[str] = None,
     n: Optional[int] = None,
@@ -766,7 +766,7 @@ def image_edit(  # noqa: PLR0915
         _is_async = kwargs.pop("async_call", False) is True
 
         # add images / or return a single image
-        images = image if isinstance(image, list) else [image]
+        images = image if isinstance(image, list) else ([image] if image is not None else [])
 
         headers_from_kwargs = kwargs.get("headers")
         merged_extra_headers: Dict[str, Any] = {}
diff --git a/litellm/integrations/custom_logger.py b/litellm/integrations/custom_logger.py
index 317613420a5..12243a19184 100644
--- a/litellm/integrations/custom_logger.py
+++ b/litellm/integrations/custom_logger.py
@@ -143,6 +143,34 @@ class CustomLogger:  # https://docs.litellm.ai/docs/observability/custom_callbac
     async def async_log_pre_api_call(self, model, messages, kwargs):
         pass
 
+    async def async_pre_request_hook(
+        self, model: str, messages: List, kwargs: Dict
+    ) -> Optional[Dict]:
+        """
+        Hook called before making the API request to allow modifying request parameters.
+
+        This is specifically designed for modifying the request before it's sent to the provider.
+        Unlike async_log_pre_api_call (which is for logging), this hook is meant for transformations.
+
+        Args:
+            model: The model name
+            messages: The messages list
+            kwargs: The request parameters (tools, stream, temperature, etc.)
+
+        Returns:
+            Optional[Dict]: Modified kwargs to use for the request, or None if no modifications
+
+        Example:
+            ```python
+            async def async_pre_request_hook(self, model, messages, kwargs):
+                # Convert native tools to standard format
+                if kwargs.get("tools"):
+                    kwargs["tools"] = convert_tools(kwargs["tools"])
+                return kwargs
+            ```
+        """
+        pass
+
     async def async_log_success_event(self, kwargs, response_obj, start_time, end_time):
         pass
 
diff --git a/litellm/integrations/opentelemetry.py b/litellm/integrations/opentelemetry.py
index a223925d59a..9fbccac68dd 100644
--- a/litellm/integrations/opentelemetry.py
+++ b/litellm/integrations/opentelemetry.py
@@ -987,7 +987,10 @@ class OpenTelemetry(CustomLogger):
         # TODO: Refactor to use the proper OTEL Logs API instead of directly creating SDK LogRecords
 
         from opentelemetry._logs import SeverityNumber, get_logger, get_logger_provider
-        from opentelemetry.sdk._logs import LogRecord as SdkLogRecord
+        try:
+            from opentelemetry.sdk._logs import LogRecord as SdkLogRecord  # OTEL < 1.39.0
+        except ImportError:
+            from opentelemetry.sdk._logs._internal import LogRecord as SdkLogRecord  # OTEL >= 1.39.0
 
         otel_logger = get_logger(LITELLM_LOGGER_NAME)
 
diff --git a/litellm/integrations/prometheus.py b/litellm/integrations/prometheus.py
index 1e1da803e48..b490c21174f 100644
--- a/litellm/integrations/prometheus.py
+++ b/litellm/integrations/prometheus.py
@@ -21,7 +21,12 @@ from typing import (
 import litellm
 from litellm._logging import print_verbose, verbose_logger
 from litellm.integrations.custom_logger import CustomLogger
-from litellm.proxy._types import LiteLLM_TeamTable, LiteLLM_UserTable, UserAPIKeyAuth
+from litellm.proxy._types import (
+    LiteLLM_DeletedVerificationToken,
+    LiteLLM_TeamTable,
+    LiteLLM_UserTable,
+    UserAPIKeyAuth,
+)
 from litellm.types.integrations.prometheus import *
 from litellm.types.integrations.prometheus import _sanitize_prometheus_label_name
 from litellm.types.utils import StandardLoggingPayload
@@ -2153,7 +2158,7 @@ class PrometheusLogger(CustomLogger):
         self,
         data_fetch_function: Callable[..., Awaitable[Tuple[List[Any], Optional[int]]]],
         set_metrics_function: Callable[[List[Any]], Awaitable[None]],
-        data_type: Literal["teams", "keys"],
+        data_type: Literal["teams", "keys", "users"],
     ):
         """
         Generic method to initialize budget metrics for teams or API keys.
@@ -2245,7 +2250,7 @@ class PrometheusLogger(CustomLogger):
 
         async def fetch_keys(
             page_size: int, page: int
-        ) -> Tuple[List[Union[str, UserAPIKeyAuth]], Optional[int]]:
+        ) -> Tuple[List[Union[str, UserAPIKeyAuth, LiteLLM_DeletedVerificationToken]], Optional[int]]:
             key_list_response = await _list_key_helper(
                 prisma_client=prisma_client,
                 page=page,
diff --git a/litellm/integrations/websearch_interception/ARCHITECTURE.md b/litellm/integrations/websearch_interception/ARCHITECTURE.md
index 345741c3c03..3aa0a1558d7 100644
--- a/litellm/integrations/websearch_interception/ARCHITECTURE.md
+++ b/litellm/integrations/websearch_interception/ARCHITECTURE.md
@@ -7,6 +7,98 @@ Server-side WebSearch tool execution for models that don't natively support it (
 User makes **ONE** `litellm.messages.acreate()` call → Gets final answer with search results.
 The agentic loop happens transparently on the server.
 
+## LiteLLM Standard Web Search Tool
+
+LiteLLM defines a standard web search tool format (`litellm_web_search`) that all native provider tools are converted to. This enables consistent interception across providers.
+
+**Standard Tool Definition** (defined in `tools.py`):
+```python
+{
+    "name": "litellm_web_search",
+    "description": "Search the web for information...",
+    "input_schema": {
+        "type": "object",
+        "properties": {
+            "query": {"type": "string", "description": "The search query"}
+        },
+        "required": ["query"]
+    }
+}
+```
+
+**Tool Name Constant**: `LITELLM_WEB_SEARCH_TOOL_NAME = "litellm_web_search"` (defined in `litellm/constants.py`)
+
+### Supported Tool Formats
+
+The interception system automatically detects and handles:
+
+| Tool Format | Example | Provider | Detection Method | Future-Proof |
+|-------------|---------|----------|------------------|-------------|
+| **LiteLLM Standard** | `name="litellm_web_search"` | Any | Direct name match | N/A |
+| **Anthropic Native** | `type="web_search_20250305"` | Bedrock, Claude API | Type prefix: `startswith("web_search_")` | ✅ Yes (web_search_2026, etc.) |
+| **Claude Code CLI** | `name="web_search"`, `type="web_search_20250305"` | Claude Code | Name + type check | ✅ Yes (version-agnostic) |
+| **Legacy** | `name="WebSearch"` | Custom | Name match | N/A (backwards compat) |
+
+**Future Compatibility**: The `startswith("web_search_")` check in `tools.py` automatically supports future Anthropic web search versions.
+
+### Claude Code CLI Integration
+
+Claude Code (Anthropic's official CLI) sends web search requests using Anthropic's native tool format:
+
+```python
+{
+    "type": "web_search_20250305",
+    "name": "web_search",
+    "max_uses": 8
+}
+```
+
+**What Happens:**
+1. Claude Code sends native `web_search_20250305` tool to LiteLLM proxy
+2. LiteLLM intercepts and converts to `litellm_web_search` standard format
+3. Bedrock receives converted tool (NOT native format)
+4. Model returns `tool_use` block for `litellm_web_search` (not `server_tool_use`)
+5. LiteLLM's agentic loop intercepts the `tool_use`
+6. Executes `litellm.asearch()` using configured provider (Perplexity, Tavily, etc.)
+7. Returns final answer to Claude Code user
+
+**Without Interception**: Bedrock would receive native tool → try to execute natively → return `web_search_tool_result_error` with `invalid_tool_input`
+
+**With Interception**: LiteLLM converts → Bedrock returns tool_use → LiteLLM executes search → Returns final answer ✅
+
+### Native Tool Conversion
+
+Native tools are converted to LiteLLM standard format **before** sending to the provider:
+
+1. **Conversion Point** (`litellm/llms/anthropic/experimental_pass_through/messages/handler.py`):
+   - In `anthropic_messages()` function (lines 60-127)
+   - Runs BEFORE the API request is made
+   - Detects native web search tools using `is_web_search_tool()`
+   - Converts to `litellm_web_search` format using `get_litellm_web_search_tool()`
+   - Prevents provider from executing search natively (avoids `web_search_tool_result_error`)
+
+2. **Response Detection** (`transformation.py`):
+   - Detects `tool_use` blocks with any web search tool name
+   - Handles: `litellm_web_search`, `WebSearch`, `web_search`
+   - Extracts search queries for execution
+
+**Example Conversion**:
+```python
+# Input (Claude Code's native tool)
+{
+    "type": "web_search_20250305",
+    "name": "web_search",
+    "max_uses": 8
+}
+
+# Output (LiteLLM standard)
+{
+    "name": "litellm_web_search",
+    "description": "Search the web for information...",
+    "input_schema": {...}
+}
+```
+
 ---
 
 ## Request Flow
@@ -63,6 +155,9 @@ sequenceDiagram
 | Component | File | Purpose |
 |-----------|------|---------|
 | **WebSearchInterceptionLogger** | `handler.py` | CustomLogger that implements agentic loop hooks |
+| **Tool Standardization** | `tools.py` | Standard tool definition, detection, and utilities |
+| **Tool Name Constant** | `constants.py` | `LITELLM_WEB_SEARCH_TOOL_NAME = "litellm_web_search"` |
+| **Tool Conversion** | `anthropic/.../ handler.py` | Converts native tools to LiteLLM standard before API call |
 | **Transformation Logic** | `transformation.py` | Detect tool_use, build tool_result messages, format search responses |
 | **Agentic Loop Hooks** | `integrations/custom_logger.py` | Base hooks: `async_should_run_agentic_loop()`, `async_run_agentic_loop()` |
 | **Hook Orchestration** | `llms/custom_httpx/llm_http_handler.py` | `_call_agentic_completion_hooks()` - calls hooks after response |
@@ -74,7 +169,10 @@ sequenceDiagram
 ## Configuration
 
 ```python
-from litellm.integrations.websearch_interception import WebSearchInterceptionLogger
+from litellm.integrations.websearch_interception import (
+    WebSearchInterceptionLogger,
+    get_litellm_web_search_tool,
+)
 from litellm.types.utils import LlmProviders
 
 # Enable for Bedrock with specific search tool
@@ -85,13 +183,25 @@ litellm.callbacks = [
     )
 ]
 
-# Make request (streaming or non-streaming both work)
+# Make request with LiteLLM standard tool (recommended)
 response = await litellm.messages.acreate(
-    model="bedrock/us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+    model="bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0",
     messages=[{"role": "user", "content": "What is LiteLLM?"}],
-    tools=[{"name": "WebSearch", ...}],
+    tools=[get_litellm_web_search_tool()],  # LiteLLM standard
+    max_tokens=1024,
+    stream=True  # Auto-converted to non-streaming
+)
+
+# OR send native tools - they're auto-converted to LiteLLM standard
+response = await litellm.messages.acreate(
+    model="bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+    messages=[{"role": "user", "content": "What is LiteLLM?"}],
+    tools=[{
+        "type": "web_search_20250305",  # Native Anthropic format
+        "name": "web_search",
+        "max_uses": 8
+    }],
     max_tokens=1024,
-    stream=True  # Streaming is automatically converted to non-streaming for WebSearch
 )
 ```
 
diff --git a/litellm/integrations/websearch_interception/__init__.py b/litellm/integrations/websearch_interception/__init__.py
index c0feb5235e2..f5b1963c1cf 100644
--- a/litellm/integrations/websearch_interception/__init__.py
+++ b/litellm/integrations/websearch_interception/__init__.py
@@ -8,5 +8,13 @@ support server-side tool calling (e.g., Bedrock/Claude).
 from litellm.integrations.websearch_interception.handler import (
     WebSearchInterceptionLogger,
 )
+from litellm.integrations.websearch_interception.tools import (
+    get_litellm_web_search_tool,
+    is_web_search_tool,
+)
 
-__all__ = ["WebSearchInterceptionLogger"]
+__all__ = [
+    "WebSearchInterceptionLogger",
+    "get_litellm_web_search_tool",
+    "is_web_search_tool",
+]
diff --git a/litellm/integrations/websearch_interception/handler.py b/litellm/integrations/websearch_interception/handler.py
index 0b08bc2312a..943a2bb4f36 100644
--- a/litellm/integrations/websearch_interception/handler.py
+++ b/litellm/integrations/websearch_interception/handler.py
@@ -12,7 +12,12 @@ from typing import Any, Dict, List, Optional, Tuple, Union, cast
 import litellm
 from litellm._logging import verbose_logger
 from litellm.anthropic_interface import messages as anthropic_messages
+from litellm.constants import LITELLM_WEB_SEARCH_TOOL_NAME
 from litellm.integrations.custom_logger import CustomLogger
+from litellm.integrations.websearch_interception.tools import (
+    get_litellm_web_search_tool,
+    is_web_search_tool,
+)
 from litellm.integrations.websearch_interception.transformation import (
     WebSearchTransformation,
 )
@@ -57,6 +62,55 @@ class WebSearchInterceptionLogger(CustomLogger):
                 for p in enabled_providers
             ]
         self.search_tool_name = search_tool_name
+        self._request_has_websearch = False  # Track if current request has web search
+
+    async def async_pre_call_deployment_hook(
+        self, kwargs: Dict[str, Any], call_type: Optional[Any]
+    ) -> Optional[dict]:
+        """
+        Pre-call hook to convert native Anthropic web_search tools to regular tools.
+
+        This prevents Bedrock from trying to execute web search server-side (which fails).
+        Instead, we convert it to a regular tool so the model returns tool_use blocks
+        that we can intercept and execute ourselves.
+        """
+        # Check if this is for an enabled provider
+        custom_llm_provider = kwargs.get("litellm_params", {}).get("custom_llm_provider", "")
+        if custom_llm_provider not in self.enabled_providers:
+            return None
+
+        # Check if request has tools with native web_search
+        tools = kwargs.get("tools")
+        if not tools:
+            return None
+
+        # Check if any tool is a web search tool (native or already LiteLLM standard)
+        has_websearch = any(is_web_search_tool(t) for t in tools)
+
+        if not has_websearch:
+            return None
+
+        verbose_logger.debug(
+            "WebSearchInterception: Converting native web_search tools to LiteLLM standard"
+        )
+
+        # Convert native/custom web_search tools to LiteLLM standard
+        converted_tools = []
+        for tool in tools:
+            if is_web_search_tool(tool):
+                # Convert to LiteLLM standard web search tool
+                converted_tool = get_litellm_web_search_tool()
+                converted_tools.append(converted_tool)
+                verbose_logger.debug(
+                    f"WebSearchInterception: Converted {tool.get('name', 'unknown')} "
+                    f"(type={tool.get('type', 'none')}) to {LITELLM_WEB_SEARCH_TOOL_NAME}"
+                )
+            else:
+                # Keep other tools as-is
+                converted_tools.append(tool)
+
+        # Return modified kwargs with converted tools
+        return {"tools": converted_tools}
 
     @classmethod
     def from_config_yaml(
@@ -104,6 +158,83 @@ class WebSearchInterceptionLogger(CustomLogger):
             search_tool_name=search_tool_name,
         )
 
+    async def async_pre_request_hook(
+        self, model: str, messages: List[Dict], kwargs: Dict
+    ) -> Optional[Dict]:
+        """
+        Pre-request hook to convert native web search tools to LiteLLM standard.
+
+        This hook is called before the API request is made, allowing us to:
+        1. Detect native web search tools (web_search_20250305, etc.)
+        2. Convert them to LiteLLM standard format (litellm_web_search)
+        3. Convert stream=True to stream=False for interception
+
+        This prevents providers like Bedrock from trying to execute web search
+        natively (which fails), and ensures our agentic loop can intercept tool_use.
+
+        Returns:
+            Modified kwargs dict with converted tools, or None if no modifications needed
+        """
+        # Check if this request is for an enabled provider
+        custom_llm_provider = kwargs.get("litellm_params", {}).get(
+            "custom_llm_provider", ""
+        )
+
+        verbose_logger.debug(
+            f"WebSearchInterception: Pre-request hook called"
+            f" - custom_llm_provider={custom_llm_provider}"
+            f" - enabled_providers={self.enabled_providers}"
+        )
+
+        if custom_llm_provider not in self.enabled_providers:
+            verbose_logger.debug(
+                f"WebSearchInterception: Skipping - provider {custom_llm_provider} not in {self.enabled_providers}"
+            )
+            return None
+
+        # Check if request has tools
+        tools = kwargs.get("tools")
+        if not tools:
+            return None
+
+        # Check if any tool is a web search tool
+        has_websearch = any(is_web_search_tool(t) for t in tools)
+        if not has_websearch:
+            return None
+
+        verbose_logger.debug(
+            f"WebSearchInterception: Pre-request hook triggered for provider={custom_llm_provider}"
+        )
+
+        # Convert native web search tools to LiteLLM standard
+        converted_tools = []
+        for tool in tools:
+            if is_web_search_tool(tool):
+                standard_tool = get_litellm_web_search_tool()
+                converted_tools.append(standard_tool)
+                verbose_logger.debug(
+                    f"WebSearchInterception: Converted {tool.get('name', 'unknown')} "
+                    f"(type={tool.get('type', 'none')}) to {LITELLM_WEB_SEARCH_TOOL_NAME}"
+                )
+            else:
+                converted_tools.append(tool)
+
+        # Update kwargs with converted tools
+        kwargs["tools"] = converted_tools
+        verbose_logger.debug(
+            f"WebSearchInterception: Tools after conversion: {[t.get('name') for t in converted_tools]}"
+        )
+
+        # Convert stream=True to stream=False for WebSearch interception
+        if kwargs.get("stream"):
+            verbose_logger.debug(
+                "WebSearchInterception: Converting stream=True to stream=False"
+            )
+            kwargs["stream"] = False
+            kwargs["_websearch_interception_converted_stream"] = True
+
+        return kwargs
+
     async def async_should_run_agentic_loop(
         self,
         response: Any,
@@ -128,11 +259,11 @@ class WebSearchInterceptionLogger(CustomLogger):
             )
             return False, {}
 
-        # Check if tools include WebSearch
-        has_websearch_tool = any(t.get("name") == "WebSearch" for t in (tools or []))
+        # Check if tools include any web search tool (LiteLLM standard or native)
+        has_websearch_tool = any(is_web_search_tool(t) for t in (tools or []))
         if not has_websearch_tool:
             verbose_logger.debug(
-                "WebSearchInterception: No WebSearch tool in request"
+                "WebSearchInterception: No web search tool in request"
             )
             return False, {}
 
diff --git a/litellm/integrations/websearch_interception/tools.py b/litellm/integrations/websearch_interception/tools.py
new file mode 100644
index 00000000000..4f8b7372fe3
--- /dev/null
+++ b/litellm/integrations/websearch_interception/tools.py
@@ -0,0 +1,95 @@
+"""
+LiteLLM Web Search Tool Definition
+
+This module defines the standard web search tool used across LiteLLM.
+Native provider tools (like Anthropic's web_search_20250305) are converted
+to this format for consistent interception and execution.
+"""
+
+from typing import Any, Dict
+
+from litellm.constants import LITELLM_WEB_SEARCH_TOOL_NAME
+
+
+def get_litellm_web_search_tool() -> Dict[str, Any]:
+    """
+    Get the standard LiteLLM web search tool definition.
+
+    This is the canonical tool definition that all native web search tools
+    (like Anthropic's web_search_20250305, Claude Code's web_search, etc.)
+    are converted to for interception.
+
+    Returns:
+        Dict containing the Anthropic-style tool definition with:
+        - name: Tool name
+        - description: What the tool does
+        - input_schema: JSON schema for tool parameters
+
+    Example:
+        >>> tool = get_litellm_web_search_tool()
+        >>> tool['name']
+        'litellm_web_search'
+    """
+    return {
+        "name": LITELLM_WEB_SEARCH_TOOL_NAME,
+        "description": (
+            "Search the web for information. Use this when you need current "
+            "information or answers to questions that require up-to-date data."
+        ),
+        "input_schema": {
+            "type": "object",
+            "properties": {
+                "query": {
+                    "type": "string",
+                    "description": "The search query to execute"
+                }
+            },
+            "required": ["query"]
+        }
+    }
+
+
+def is_web_search_tool(tool: Dict[str, Any]) -> bool:
+    """
+    Check if a tool is a web search tool (native or LiteLLM standard).
+
+    Detects:
+    - LiteLLM standard: name == "litellm_web_search"
+    - Anthropic native: type starts with "web_search_" (e.g., "web_search_20250305")
+    - Claude Code: name == "web_search" with a type field
+    - Custom: name == "WebSearch" (legacy format)
+
+    Args:
+        tool: Tool dictionary to check
+
+    Returns:
+        True if tool is a web search tool
+
+    Example:
+        >>> is_web_search_tool({"name": "litellm_web_search"})
+        True
+        >>> is_web_search_tool({"type": "web_search_20250305", "name": "web_search"})
+        True
+        >>> is_web_search_tool({"name": "calculator"})
+        False
+    """
+    tool_name = tool.get("name", "")
+    tool_type = tool.get("type", "")
+
+    # Check for LiteLLM standard tool
+    if tool_name == LITELLM_WEB_SEARCH_TOOL_NAME:
+        return True
+
+    # Check for native Anthropic web_search_* types
+    if tool_type.startswith("web_search_"):
+        return True
+
+    # Check for Claude Code's web_search with a type field
+    if tool_name == "web_search" and tool_type:
+        return True
+
+    # Check for legacy WebSearch format
+    if tool_name == "WebSearch":
+        return True
+
+    return False
diff --git a/litellm/integrations/websearch_interception/transformation.py b/litellm/integrations/websearch_interception/transformation.py
index e8211311281..313358822a5 100644
--- a/litellm/integrations/websearch_interception/transformation.py
+++ b/litellm/integrations/websearch_interception/transformation.py
@@ -7,6 +7,7 @@ Transforms between Anthropic tool_use format and LiteLLM search format.
 from typing import Any, Dict, List, Tuple
 
 from litellm._logging import verbose_logger
+from litellm.constants import LITELLM_WEB_SEARCH_TOOL_NAME
 from litellm.llms.base_llm.search.transformation import SearchResponse
 
 
@@ -94,17 +95,21 @@ class WebSearchTransformation:
                 block_id = getattr(block, "id", None)
                 block_input = getattr(block, "input", {})
 
-            if block_type == "tool_use" and block_name == "WebSearch":
+            # Check for LiteLLM standard or legacy web search tools
+            # Handles: litellm_web_search, WebSearch, web_search
+            if block_type == "tool_use" and block_name in (
+                LITELLM_WEB_SEARCH_TOOL_NAME, "WebSearch", "web_search"
+            ):
                 # Convert to dict for easier handling
                 tool_call = {
                     "id": block_id,
                     "type": "tool_use",
-                    "name": "WebSearch",
+                    "name": block_name,  # Preserve original name
                     "input": block_input,
                 }
                 tool_calls.append(tool_call)
                 verbose_logger.debug(
-                    f"WebSearchInterception: Found WebSearch tool_use with id={tool_call['id']}"
+                    f"WebSearchInterception: Found {block_name} tool_use with id={tool_call['id']}"
                 )
 
         return len(tool_calls) > 0, tool_calls
diff --git a/litellm/litellm_core_utils/prompt_templates/factory.py b/litellm/litellm_core_utils/prompt_templates/factory.py
index 43ed23587d8..21a79af2bd4 100644
--- a/litellm/litellm_core_utils/prompt_templates/factory.py
+++ b/litellm/litellm_core_utils/prompt_templates/factory.py
@@ -4410,9 +4410,10 @@ def _bedrock_tools_pt(tools: List) -> List[BedrockToolBlock]:
 
         defs = parameters.pop("$defs", {})
         defs_copy = copy.deepcopy(defs)
-        # flatten the defs
-        for _, value in defs_copy.items():
-            unpack_defs(value, defs_copy)
+        # Expand $ref references in parameters using the definitions
+        # Note: We don't pre-flatten defs as that causes exponential memory growth
+        # with circular references (see issue #19098). unpack_defs handles nested
+        # refs recursively and correctly detects/skips circular references.
         unpack_defs(parameters, defs_copy)
         tool_input_schema = BedrockToolInputSchemaBlock(
             json=BedrockToolJsonSchemaBlock(
diff --git a/litellm/llms/anthropic/chat/transformation.py b/litellm/llms/anthropic/chat/transformation.py
index 5b1b663e855..86378b97d2e 100644
--- a/litellm/llms/anthropic/chat/transformation.py
+++ b/litellm/llms/anthropic/chat/transformation.py
@@ -934,8 +934,15 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
             )
         return tools
 
-    def _ensure_context_management_beta_header(self, headers: dict) -> None:
-        beta_value = ANTHROPIC_BETA_HEADER_VALUES.CONTEXT_MANAGEMENT_2025_06_27.value
+    def _ensure_beta_header(self, headers: dict, beta_value: str) -> None:
+        """
+        Ensure a beta header value is present in the anthropic-beta header.
+        Merges with existing values instead of overriding them.
+        
+        Args:
+            headers: Dictionary of headers to update
+            beta_value: The beta header value to add
+        """
         existing_beta = headers.get("anthropic-beta")
         if existing_beta is None:
             headers["anthropic-beta"] = beta_value
@@ -944,6 +951,10 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
         if beta_value not in existing_values:
             headers["anthropic-beta"] = f"{existing_beta}, {beta_value}"
 
+    def _ensure_context_management_beta_header(self, headers: dict) -> None:
+        beta_value = ANTHROPIC_BETA_HEADER_VALUES.CONTEXT_MANAGEMENT_2025_06_27.value
+        self._ensure_beta_header(headers, beta_value)
+
     def update_headers_with_optional_anthropic_beta(
         self, headers: dict, optional_params: dict
     ) -> dict:
@@ -960,20 +971,20 @@ class AnthropicConfig(AnthropicModelInfo, BaseConfig):
             if tool.get("type", None) and tool.get("type").startswith(
                 ANTHROPIC_HOSTED_TOOLS.WEB_FETCH.value
             ):
-                headers["anthropic-beta"] = (
-                    ANTHROPIC_BETA_HEADER_VALUES.WEB_FETCH_2025_09_10.value
+                self._ensure_beta_header(
+                    headers, ANTHROPIC_BETA_HEADER_VALUES.WEB_FETCH_2025_09_10.value
                 )
             elif tool.get("type", None) and tool.get("type").startswith(
                 ANTHROPIC_HOSTED_TOOLS.MEMORY.value
             ):
-                headers["anthropic-beta"] = (
-                    ANTHROPIC_BETA_HEADER_VALUES.CONTEXT_MANAGEMENT_2025_06_27.value
+                self._ensure_beta_header(
+                    headers, ANTHROPIC_BETA_HEADER_VALUES.CONTEXT_MANAGEMENT_2025_06_27.value
                 )
         if optional_params.get("context_management") is not None:
             self._ensure_context_management_beta_header(headers)
         if optional_params.get("output_format") is not None:
-            headers["anthropic-beta"] = (
-                ANTHROPIC_BETA_HEADER_VALUES.STRUCTURED_OUTPUT_2025_09_25.value
+            self._ensure_beta_header(
+                headers, ANTHROPIC_BETA_HEADER_VALUES.STRUCTURED_OUTPUT_2025_09_25.value
             )
         return headers
 
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/fake_stream_iterator.py b/litellm/llms/anthropic/experimental_pass_through/messages/fake_stream_iterator.py
new file mode 100644
index 00000000000..542ae20b602
--- /dev/null
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/fake_stream_iterator.py
@@ -0,0 +1,246 @@
+"""
+Fake Streaming Iterator for Anthropic Messages
+
+This module provides a fake streaming iterator that converts non-streaming
+Anthropic Messages responses into proper streaming format.
+
+Used when WebSearch interception converts stream=True to stream=False but
+the LLM doesn't make a tool call, and we need to return a stream to the user.
+"""
+
+import json
+from typing import Any, Dict, List, cast
+
+from litellm.types.llms.anthropic_messages.anthropic_response import (
+    AnthropicMessagesResponse,
+)
+
+
+class FakeAnthropicMessagesStreamIterator:
+    """
+    Fake streaming iterator for Anthropic Messages responses.
+    
+    Used when we need to convert a non-streaming response to a streaming format,
+    such as when WebSearch interception converts stream=True to stream=False but
+    the LLM doesn't make a tool call.
+    
+    This creates a proper Anthropic-style streaming response with multiple events:
+    - message_start
+    - content_block_start (for each content block)
+    - content_block_delta (for text content, chunked)
+    - content_block_stop
+    - message_delta (for usage)
+    - message_stop
+    """
+    
+    def __init__(self, response: AnthropicMessagesResponse):
+        self.response = response
+        self.chunks = self._create_streaming_chunks()
+        self.current_index = 0
+    
+    def _create_streaming_chunks(self) -> List[bytes]:
+        """Convert the non-streaming response to streaming chunks"""
+        chunks = []
+        
+        # Cast response to dict for easier access
+        response_dict = cast(Dict[str, Any], self.response)
+        
+        # 1. message_start event
+        usage = response_dict.get("usage", {})
+        message_start = {
+            "type": "message_start",
+            "message": {
+                "id": response_dict.get("id"),
+                "type": "message",
+                "role": response_dict.get("role", "assistant"),
+                "model": response_dict.get("model"),
+                "content": [],
+                "stop_reason": None,
+                "stop_sequence": None,
+                "usage": {
+                    "input_tokens": usage.get("input_tokens", 0) if usage else 0,
+                    "output_tokens": 0
+                }
+            }
+        }
+        chunks.append(f"event: message_start\ndata: {json.dumps(message_start)}\n\n".encode())
+        
+        # 2-4. For each content block, send start/delta/stop events
+        content_blocks = response_dict.get("content", [])
+        if content_blocks:
+            for index, block in enumerate(content_blocks):
+                # Cast block to dict for easier access
+                block_dict = cast(Dict[str, Any], block)
+                block_type = block_dict.get("type")
+                
+                if block_type == "text":
+                    # content_block_start
+                    content_block_start = {
+                        "type": "content_block_start",
+                        "index": index,
+                        "content_block": {
+                            "type": "text",
+                            "text": ""
+                        }
+                    }
+                    chunks.append(f"event: content_block_start\ndata: {json.dumps(content_block_start)}\n\n".encode())
+                    
+                    # content_block_delta (send full text as one delta for simplicity)
+                    text = block_dict.get("text", "")
+                    content_block_delta = {
+                        "type": "content_block_delta",
+                        "index": index,
+                        "delta": {
+                            "type": "text_delta",
+                            "text": text
+                        }
+                    }
+                    chunks.append(f"event: content_block_delta\ndata: {json.dumps(content_block_delta)}\n\n".encode())
+                    
+                    # content_block_stop
+                    content_block_stop = {
+                        "type": "content_block_stop",
+                        "index": index
+                    }
+                    chunks.append(f"event: content_block_stop\ndata: {json.dumps(content_block_stop)}\n\n".encode())
+                
+                elif block_type == "thinking":
+                    # content_block_start for thinking
+                    content_block_start = {
+                        "type": "content_block_start",
+                        "index": index,
+                        "content_block": {
+                            "type": "thinking",
+                            "thinking": "",
+                            "signature": ""
+                        }
+                    }
+                    chunks.append(f"event: content_block_start\ndata: {json.dumps(content_block_start)}\n\n".encode())
+                    
+                    # content_block_delta for thinking text
+                    thinking_text = block_dict.get("thinking", "")
+                    if thinking_text:
+                        content_block_delta = {
+                            "type": "content_block_delta",
+                            "index": index,
+                            "delta": {
+                                "type": "thinking_delta",
+                                "thinking": thinking_text
+                            }
+                        }
+                        chunks.append(f"event: content_block_delta\ndata: {json.dumps(content_block_delta)}\n\n".encode())
+                    
+                    # content_block_delta for signature (if present)
+                    signature = block_dict.get("signature", "")
+                    if signature:
+                        signature_delta = {
+                            "type": "content_block_delta",
+                            "index": index,
+                            "delta": {
+                                "type": "signature_delta",
+                                "signature": signature
+                            }
+                        }
+                        chunks.append(f"event: content_block_delta\ndata: {json.dumps(signature_delta)}\n\n".encode())
+                    
+                    # content_block_stop
+                    content_block_stop = {
+                        "type": "content_block_stop",
+                        "index": index
+                    }
+                    chunks.append(f"event: content_block_stop\ndata: {json.dumps(content_block_stop)}\n\n".encode())
+                
+                elif block_type == "redacted_thinking":
+                    # content_block_start for redacted_thinking
+                    content_block_start = {
+                        "type": "content_block_start",
+                        "index": index,
+                        "content_block": {
+                            "type": "redacted_thinking"
+                        }
+                    }
+                    chunks.append(f"event: content_block_start\ndata: {json.dumps(content_block_start)}\n\n".encode())
+                    
+                    # content_block_stop (no delta for redacted thinking)
+                    content_block_stop = {
+                        "type": "content_block_stop",
+                        "index": index
+                    }
+                    chunks.append(f"event: content_block_stop\ndata: {json.dumps(content_block_stop)}\n\n".encode())
+                
+                elif block_type == "tool_use":
+                    # content_block_start
+                    content_block_start = {
+                        "type": "content_block_start",
+                        "index": index,
+                        "content_block": {
+                            "type": "tool_use",
+                            "id": block_dict.get("id"),
+                            "name": block_dict.get("name"),
+                            "input": {}
+                        }
+                    }
+                    chunks.append(f"event: content_block_start\ndata: {json.dumps(content_block_start)}\n\n".encode())
+                    
+                    # content_block_delta (send input as JSON delta)
+                    input_data = block_dict.get("input", {})
+                    content_block_delta = {
+                        "type": "content_block_delta",
+                        "index": index,
+                        "delta": {
+                            "type": "input_json_delta",
+                            "partial_json": json.dumps(input_data)
+                        }
+                    }
+                    chunks.append(f"event: content_block_delta\ndata: {json.dumps(content_block_delta)}\n\n".encode())
+                    
+                    # content_block_stop
+                    content_block_stop = {
+                        "type": "content_block_stop",
+                        "index": index
+                    }
+                    chunks.append(f"event: content_block_stop\ndata: {json.dumps(content_block_stop)}\n\n".encode())
+        
+        # 5. message_delta event (with final usage and stop_reason)
+        message_delta = {
+            "type": "message_delta",
+            "delta": {
+                "stop_reason": response_dict.get("stop_reason"),
+                "stop_sequence": response_dict.get("stop_sequence")
+            },
+            "usage": {
+                "output_tokens": usage.get("output_tokens", 0) if usage else 0
+            }
+        }
+        chunks.append(f"event: message_delta\ndata: {json.dumps(message_delta)}\n\n".encode())
+        
+        # 6. message_stop event
+        message_stop = {
+            "type": "message_stop",
+            "usage": usage if usage else {}
+        }
+        chunks.append(f"event: message_stop\ndata: {json.dumps(message_stop)}\n\n".encode())
+        
+        return chunks
+    
+    def __aiter__(self):
+        return self
+    
+    async def __anext__(self):
+        if self.current_index >= len(self.chunks):
+            raise StopAsyncIteration
+        
+        chunk = self.chunks[self.current_index]
+        self.current_index += 1
+        return chunk
+    
+    def __iter__(self):
+        return self
+    
+    def __next__(self):
+        if self.current_index >= len(self.chunks):
+            raise StopIteration
+        
+        chunk = self.chunks[self.current_index]
+        self.current_index += 1
+        return chunk
diff --git a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
index 11245b1bdba..7e5a4f22a7f 100644
--- a/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
+++ b/litellm/llms/anthropic/experimental_pass_through/messages/handler.py
@@ -33,6 +33,70 @@ base_llm_http_handler = BaseLLMHTTPHandler()
 #################################################
 
 
+async def _execute_pre_request_hooks(
+    model: str,
+    messages: List[Dict],
+    tools: Optional[List[Dict]],
+    stream: Optional[bool],
+    custom_llm_provider: Optional[str],
+    **kwargs,
+) -> Dict:
+    """
+    Execute pre-request hooks from CustomLogger callbacks.
+
+    Allows CustomLoggers to modify request parameters before the API call.
+    Used for WebSearch tool conversion, stream modification, etc.
+
+    Args:
+        model: Model name
+        messages: List of messages
+        tools: Optional tools list
+        stream: Optional stream flag
+        custom_llm_provider: Provider name (if not set, will be extracted from model)
+        **kwargs: Additional request parameters
+
+    Returns:
+        Dict containing all (potentially modified) request parameters including tools, stream
+    """
+    # If custom_llm_provider not provided, extract from model
+    if not custom_llm_provider:
+        try:
+            _, custom_llm_provider, _, _ = litellm.get_llm_provider(model=model)
+        except Exception:
+            # If extraction fails, continue without provider
+            pass
+
+    # Build complete request kwargs dict
+    request_kwargs = {
+        "tools": tools,
+        "stream": stream,
+        "litellm_params": {
+            "custom_llm_provider": custom_llm_provider,
+        },
+        **kwargs,
+    }
+
+    if not litellm.callbacks:
+        return request_kwargs
+
+    from litellm.integrations.custom_logger import CustomLogger as _CustomLogger
+
+    for callback in litellm.callbacks:
+        if not isinstance(callback, _CustomLogger):
+            continue
+
+        # Call the pre-request hook
+        modified_kwargs = await callback.async_pre_request_hook(
+            model, messages, request_kwargs
+        )
+
+        # If hook returned modified kwargs, use them
+        if modified_kwargs is not None:
+            request_kwargs = modified_kwargs
+
+    return request_kwargs
+
+
 @client
 async def anthropic_messages(
     max_tokens: int,
@@ -57,39 +121,24 @@ async def anthropic_messages(
     """
     Async: Make llm api request in Anthropic /messages API spec
     """
-    # WebSearch Interception: Convert stream=True to stream=False if WebSearch interception is enabled
-    # This allows transparent server-side agentic loop execution for streaming requests
-    if stream and tools and any(t.get("name") == "WebSearch" for t in tools):
-        # Extract provider using litellm's helper function
-        try:
-            _, provider, _, _ = litellm.get_llm_provider(
-                model=model,
-                custom_llm_provider=custom_llm_provider,
-                api_base=api_base,
-                api_key=api_key,
-            )
-        except Exception:
-            # Fallback to simple split if helper fails
-            provider = model.split("/")[0] if "/" in model else ""
+    # Execute pre-request hooks to allow CustomLoggers to modify request
+    request_kwargs = await _execute_pre_request_hooks(
+        model=model,
+        messages=messages,
+        tools=tools,
+        stream=stream,
+        custom_llm_provider=custom_llm_provider,
+        **kwargs,
+    )
 
-        # Check if WebSearch interception is enabled in callbacks
-        from litellm._logging import verbose_logger
-        from litellm.integrations.websearch_interception import (
-            WebSearchInterceptionLogger,
-        )
-        if litellm.callbacks:
-            for callback in litellm.callbacks:
-                if isinstance(callback, WebSearchInterceptionLogger):
-                    # Check if provider is enabled for interception
-                    if provider in callback.enabled_providers:
-                        verbose_logger.debug(
-                            f"WebSearchInterception: Converting stream=True to stream=False for WebSearch interception "
-                            f"(provider={provider})"
-                        )
-                        stream = False
-                        break
+    # Extract modified parameters
+    tools = request_kwargs.pop("tools", tools)
+    stream = request_kwargs.pop("stream", stream)
+    # Remove litellm_params from kwargs (only needed for hooks)
+    request_kwargs.pop("litellm_params", None)
+    # Merge back any other modifications
+    kwargs.update(request_kwargs)
 
-    local_vars = locals()
     loop = asyncio.get_event_loop()
     kwargs["is_async"] = True
 
@@ -206,6 +255,11 @@ def anthropic_messages_handler(
             "model": original_model,
             "custom_llm_provider": custom_llm_provider,
         }
+        
+        # Check if stream was converted for WebSearch interception
+        # This is set in the async wrapper above when stream=True is converted to stream=False
+        if kwargs.get("_websearch_interception_converted_stream", False):
+            litellm_logging_obj.model_call_details["websearch_interception_converted_stream"] = True
 
     if litellm_params.mock_response and isinstance(litellm_params.mock_response, str):
 
diff --git a/litellm/llms/azure_ai/image_edit/flux2_transformation.py b/litellm/llms/azure_ai/image_edit/flux2_transformation.py
index 87bae59ba0f..77d46ff9179 100644
--- a/litellm/llms/azure_ai/image_edit/flux2_transformation.py
+++ b/litellm/llms/azure_ai/image_edit/flux2_transformation.py
@@ -88,7 +88,7 @@ class AzureFoundryFlux2ImageEditConfig(OpenAIImageEditConfig):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict,
         litellm_params: GenericLiteLLMParams,
         headers: dict,
@@ -102,6 +102,9 @@ class AzureFoundryFlux2ImageEditConfig(OpenAIImageEditConfig):
         if prompt is None:
             raise ValueError("FLUX 2 image edit requires a prompt.")
         
+        if image is None:
+            raise ValueError("FLUX 2 image edit requires an image.")
+        
         image_b64 = self._convert_image_to_base64(image)
 
         # Build request body with required params
diff --git a/litellm/llms/base_llm/image_edit/transformation.py b/litellm/llms/base_llm/image_edit/transformation.py
index cc723480371..b088cdf37f6 100644
--- a/litellm/llms/base_llm/image_edit/transformation.py
+++ b/litellm/llms/base_llm/image_edit/transformation.py
@@ -93,7 +93,7 @@ class BaseImageEditConfig(ABC):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict,
         litellm_params: GenericLiteLLMParams,
         headers: dict,
diff --git a/litellm/llms/bedrock/image_edit/handler.py b/litellm/llms/bedrock/image_edit/handler.py
index 0f1dcff6294..ef441fa5039 100644
--- a/litellm/llms/bedrock/image_edit/handler.py
+++ b/litellm/llms/bedrock/image_edit/handler.py
@@ -62,7 +62,7 @@ class BedrockImageEdit(BaseAWSLLM):
         self,
         model: str,
         image: list,
-        prompt: str,
+        prompt: Optional[str],
         model_response: ImageResponse,
         optional_params: dict,
         logging_obj: LitellmLogging,
@@ -127,7 +127,7 @@ class BedrockImageEdit(BaseAWSLLM):
         timeout: Optional[Union[float, httpx.Timeout]],
         model: str,
         logging_obj: LitellmLogging,
-        prompt: str,
+        prompt: Optional[str],
         model_response: ImageResponse,
         client: Optional[AsyncHTTPHandler] = None,
     ) -> ImageResponse:
@@ -163,7 +163,7 @@ class BedrockImageEdit(BaseAWSLLM):
         self,
         model: str,
         image: list,
-        prompt: str,
+        prompt: Optional[str],
         optional_params: dict,
         api_base: Optional[str],
         extra_headers: Optional[dict],
@@ -176,7 +176,7 @@ class BedrockImageEdit(BaseAWSLLM):
         Args:
             model (str): The model to use for the image edit
             image (list): The images to edit
-            prompt (str): The prompt for the edit
+            prompt (Optional[str]): The prompt for the edit
             optional_params (dict): The optional parameters for the image edit
             api_base (Optional[str]): The base URL for the Bedrock API
             extra_headers (Optional[dict]): The extra headers to include in the request
@@ -248,7 +248,7 @@ class BedrockImageEdit(BaseAWSLLM):
         self,
         model: str,
         image: list,
-        prompt: str,
+        prompt: Optional[str],
         optional_params: dict,
     ) -> dict:
         """
@@ -276,7 +276,7 @@ class BedrockImageEdit(BaseAWSLLM):
         model_response: ImageResponse,
         model: str,
         logging_obj: LitellmLogging,
-        prompt: str,
+        prompt: Optional[str],
         response: httpx.Response,
         data: dict,
     ) -> ImageResponse:
diff --git a/litellm/llms/bedrock/image_edit/stability_transformation.py b/litellm/llms/bedrock/image_edit/stability_transformation.py
index e8b77812988..fc14b571a8c 100644
--- a/litellm/llms/bedrock/image_edit/stability_transformation.py
+++ b/litellm/llms/bedrock/image_edit/stability_transformation.py
@@ -150,11 +150,11 @@ class BedrockStabilityImageEditConfig(BaseImageEditConfig):
 
         return mapped_params
 
-    def transform_image_edit_request(
+    def transform_image_edit_request(  #noqa: PLR0915
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict,
         litellm_params: GenericLiteLLMParams,
         headers: dict,
@@ -164,32 +164,38 @@ class BedrockStabilityImageEditConfig(BaseImageEditConfig):
 
         Returns the request body dict that will be JSON-encoded by the handler.
         """
-        if prompt is None:
-            raise ValueError("Bedrock Stability image edit requires a prompt.")
-        
         # Build Bedrock Stability request
         data: Dict[str, Any] = {
-            "prompt": prompt,
             "output_format": "png",  # Default to PNG
         }
         
-        # Convert image to base64
-        image_b64: str
-        if hasattr(image, 'read') and callable(getattr(image, 'read', None)):
-            # File-like object (e.g., BufferedReader from open())
-            image_bytes = image.read()  # type: ignore
-            image_b64 = base64.b64encode(image_bytes).decode('utf-8')  # type: ignore
-        elif isinstance(image, bytes):
-            # Raw bytes
-            image_b64 = base64.b64encode(image).decode('utf-8')
-        elif isinstance(image, str):
-            # Already a base64 string
-            image_b64 = image
-        else:
-            # Try to handle as bytes
-            image_b64 = base64.b64encode(bytes(image)).decode('utf-8')  # type: ignore
+        # Add prompt only if provided (some models don't require it)
+        if prompt is not None and prompt != "":
+            data["prompt"] = prompt
+        
+        # Convert image to base64 if provided
+        if image is not None:
+            image_b64: str
+            if hasattr(image, 'read') and callable(getattr(image, 'read', None)):
+                # File-like object (e.g., BufferedReader from open())
+                image_bytes = image.read()  # type: ignore
+                image_b64 = base64.b64encode(image_bytes).decode('utf-8')  # type: ignore
+            elif isinstance(image, bytes):
+                # Raw bytes
+                image_b64 = base64.b64encode(image).decode('utf-8')
+            elif isinstance(image, str):
+                # Already a base64 string
+                image_b64 = image
+            else:
+                # Try to handle as bytes
+                image_b64 = base64.b64encode(bytes(image)).decode('utf-8')  # type: ignore
 
-        data["image"] = image_b64
+            # For style-transfer models, map image to init_image
+            model_lower = model.lower()
+            if "style-transfer" in model_lower:
+                data["init_image"] = image_b64
+            else:
+                data["image"] = image_b64
 
         # Add optional params (already mapped in map_openai_params)
         for key, value in image_edit_optional_request_params.items():  # type: ignore
@@ -221,30 +227,43 @@ class BedrockStabilityImageEditConfig(BaseImageEditConfig):
                     file_b64 = str(file_bytes)
                 data[key] = file_b64
                 continue
-
-            # Supported text fields
-            if key in [
-                "negative_prompt",
-                "aspect_ratio",
-                "seed",
-                "output_format",
-                "model",
-                "mode",
+            
+            # Numeric fields that need to be converted to int/float
+            numeric_int_fields = ["left", "right", "up", "down", "seed"]
+            numeric_float_fields = [
                 "strength",
-                "style_preset",
                 "creativity",
                 "control_strength",
                 "grow_mask",
-                "left",
-                "right",
-                "up",
-                "down",
-                "select_prompt",
-                "search_prompt",
                 "fidelity",
                 "composition_fidelity",
                 "style_strength",
                 "change_strength",
+            ]
+            
+            if key in numeric_int_fields:
+                # Convert to int (these are pixel values for outpaint)
+                try:
+                    data[key] = int(value)  # type: ignore
+                except (ValueError, TypeError):
+                    data[key] = value  # type: ignore
+            elif key in numeric_float_fields:
+                # Convert to float
+                try:
+                    data[key] = float(value)  # type: ignore
+                except (ValueError, TypeError):
+                    data[key] = value  # type: ignore
+
+            # Supported text fields
+            elif key in [
+                "negative_prompt",
+                "aspect_ratio",
+                "output_format",
+                "model",
+                "mode",
+                "style_preset",
+                "select_prompt",
+                "search_prompt",
             ]:
                 data[key] = value  # type: ignore
 
diff --git a/litellm/llms/custom_httpx/llm_http_handler.py b/litellm/llms/custom_httpx/llm_http_handler.py
index 490786155c6..6a87967c3aa 100644
--- a/litellm/llms/custom_httpx/llm_http_handler.py
+++ b/litellm/llms/custom_httpx/llm_http_handler.py
@@ -3080,10 +3080,8 @@ class BaseLLMHTTPHandler:
             transformed_request, bytes
         ):
             # Handle traditional file uploads
-            # Ensure transformed_request is a string for httpx compatibility
-            if isinstance(transformed_request, bytes):
-                transformed_request = transformed_request.decode("utf-8")
-
+            # Note: transformed_request can be bytes (for binary files like PDFs)
+            # or str (for text files like JSONL). httpx handles both correctly.
             # Use the HTTP method specified by the provider config
             http_method = provider_config.file_upload_http_method.upper()
             if http_method == "PUT":
@@ -4418,6 +4416,41 @@ class BaseLLMHTTPHandler:
                     f"LiteLLM.AgenticHookError: Exception in agentic completion hooks: {str(e)}"
                 )
 
+        # Check if we need to convert response to fake stream
+        # This happens when:
+        # 1. Stream was originally True but converted to False for WebSearch interception
+        # 2. No agentic loop ran (LLM didn't use the tool)
+        # 3. We have a non-streaming response that needs to be converted to streaming
+        websearch_converted_stream = (
+            logging_obj.model_call_details.get("websearch_interception_converted_stream", False)
+            if logging_obj is not None
+            else False
+        )
+        
+        if websearch_converted_stream:
+            from typing import cast
+
+            from litellm._logging import verbose_logger
+            from litellm.llms.anthropic.experimental_pass_through.messages.fake_stream_iterator import (
+                FakeAnthropicMessagesStreamIterator,
+            )
+            from litellm.types.llms.anthropic_messages.anthropic_response import (
+                AnthropicMessagesResponse,
+            )
+            
+            verbose_logger.debug(
+                "WebSearchInterception: No tool call made, converting non-streaming response to fake stream"
+            )
+            
+            # Convert the non-streaming response to a fake stream
+            # The response should be an AnthropicMessagesResponse (dict)
+            if isinstance(response, dict):
+                # Create a fake streaming iterator
+                fake_stream = FakeAnthropicMessagesStreamIterator(
+                    response=cast(AnthropicMessagesResponse, response)
+                )
+                return fake_stream
+        
         return None
 
     def _handle_error(
diff --git a/litellm/llms/gemini/image_edit/transformation.py b/litellm/llms/gemini/image_edit/transformation.py
index 0015155b47f..16541138217 100644
--- a/litellm/llms/gemini/image_edit/transformation.py
+++ b/litellm/llms/gemini/image_edit/transformation.py
@@ -81,21 +81,23 @@ class GeminiImageEditConfig(BaseImageEditConfig):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict[str, Any],
         litellm_params: GenericLiteLLMParams,
         headers: dict,
     ) -> Tuple[Dict[str, Any], Optional[RequestFiles]]:
-        inline_parts = self._prepare_inline_image_parts(image)
+        inline_parts = self._prepare_inline_image_parts(image) if image else []
         if not inline_parts:
             raise ValueError("Gemini image edit requires at least one image.")
 
-        if prompt is None:
-            raise ValueError("Gemini image edit requires a prompt.")
+        # Build parts list with image and prompt (if provided)
+        parts = inline_parts.copy()
+        if prompt is not None and prompt != "":
+            parts.append({"text": prompt})
 
         contents = [
             {
-                "parts": inline_parts + [{"text": prompt}],
+                "parts": parts,
             }
         ]
 
diff --git a/litellm/llms/openai/image_edit/dalle2_transformation.py b/litellm/llms/openai/image_edit/dalle2_transformation.py
index 13531546d2e..fd697b210ee 100644
--- a/litellm/llms/openai/image_edit/dalle2_transformation.py
+++ b/litellm/llms/openai/image_edit/dalle2_transformation.py
@@ -31,7 +31,7 @@ class DallE2ImageEditConfig(OpenAIImageEditConfig):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict,
         litellm_params: GenericLiteLLMParams,
         headers: dict,
@@ -40,18 +40,20 @@ class DallE2ImageEditConfig(OpenAIImageEditConfig):
         Transform image edit request for DALL-E-2.
 
         DALL-E-2 only accepts a single image with field name "image" (not "image[]").
-        """
-        if prompt is None:
-            raise ValueError("DALL-E-2 image edit requires a prompt.")
-        
-        request = ImageEditRequestParams(
-            model=model,
-            image=image,
-            prompt=prompt,
+        """        
+        request_params = {
+            "model": model,
             **image_edit_optional_request_params,
-        )
+        }
+        if image is not None:
+            request_params["image"] = image
+        if prompt is not None:
+            request_params["prompt"] = prompt
+            
+        request = ImageEditRequestParams(**request_params)
         request_dict = cast(Dict, request)
 
+
         #########################################################
         # Separate images and masks as `files` and send other parameters as `data`
         #########################################################
diff --git a/litellm/llms/openai/image_edit/transformation.py b/litellm/llms/openai/image_edit/transformation.py
index 9edad9ee2c9..a1e5375d098 100644
--- a/litellm/llms/openai/image_edit/transformation.py
+++ b/litellm/llms/openai/image_edit/transformation.py
@@ -80,7 +80,7 @@ class OpenAIImageEditConfig(BaseImageEditConfig):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict,
         litellm_params: GenericLiteLLMParams,
         headers: dict,
@@ -91,15 +91,17 @@ class OpenAIImageEditConfig(BaseImageEditConfig):
         Handles multipart/form-data for images. Uses "image[]" field name
         to support multiple images (e.g., for gpt-image-1).
         """
-        if prompt is None:
-            raise ValueError("OpenAI image edit requires a prompt.")
-        
-        request = ImageEditRequestParams(
-            model=model,
-            image=image,
-            prompt=prompt,
+        # Build request params, only including non-None values
+        request_params = {
+            "model": model,
             **image_edit_optional_request_params,
-        )
+        }
+        if image is not None:
+            request_params["image"] = image
+        if prompt is not None:
+            request_params["prompt"] = prompt
+            
+        request = ImageEditRequestParams(**request_params)
         request_dict = cast(Dict, request)
 
         #########################################################
diff --git a/litellm/llms/recraft/image_edit/transformation.py b/litellm/llms/recraft/image_edit/transformation.py
index 9bf46704ed1..d2a56236819 100644
--- a/litellm/llms/recraft/image_edit/transformation.py
+++ b/litellm/llms/recraft/image_edit/transformation.py
@@ -102,7 +102,7 @@ class RecraftImageEditConfig(BaseImageEditConfig):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict,
         litellm_params: GenericLiteLLMParams,
         headers: dict,
@@ -114,15 +114,15 @@ class RecraftImageEditConfig(BaseImageEditConfig):
         https://www.recraft.ai/docs#image-to-image
         """
         
-        if prompt is None:
-            raise ValueError("Recraft image edit requires a prompt.")
-        
-        request_body: RecraftImageEditRequestParams = RecraftImageEditRequestParams(
-            model=model,
-            prompt=prompt,
-            strength=image_edit_optional_request_params.pop("strength", self.DEFAULT_STRENGTH),
+        request_params = {
+            "model": model,
+            "strength": image_edit_optional_request_params.pop("strength", self.DEFAULT_STRENGTH),
             **image_edit_optional_request_params,
-        )
+        }
+        if prompt is not None:
+            request_params["prompt"] = prompt
+            
+        request_body = RecraftImageEditRequestParams(**request_params)
         request_dict = cast(Dict, request_body)
         #########################################################
         # Reuse OpenAI logic: Separate images as `files` and send other parameters as `data`
diff --git a/litellm/llms/replicate/chat/handler.py b/litellm/llms/replicate/chat/handler.py
index 4c75db5abc6..c37473b3183 100644
--- a/litellm/llms/replicate/chat/handler.py
+++ b/litellm/llms/replicate/chat/handler.py
@@ -83,19 +83,27 @@ async def async_handle_prediction_response_streaming(
         await asyncio.sleep(
             REPLICATE_POLLING_DELAY_SECONDS
         )  # prevent being rate limited by replicate
-        print_verbose(f"replicate: polling endpoint: {prediction_url}")
         response = await http_client.get(prediction_url, headers=headers)
         if response.status_code == 200:
             response_data = response.json()
-            status = response_data["status"]
-            if "output" in response_data:
+            status = response_data.get("status", "")
+            # Check that "output" exists and is not None or empty
+            output_present = "output" in response_data and response_data["output"] is not None
+            if output_present:
                 try:
-                    output_string = "".join(response_data["output"])
+                    # If output is None or not a list, treat as empty string
+                    if isinstance(response_data["output"], list):
+                        output_string = "".join(response_data["output"])
+                    elif response_data["output"] is None:
+                        output_string = ""
+                    else:
+                        # fallback for other types; convert to string safely
+                        output_string = str(response_data["output"])
                 except Exception:
                     raise ReplicateError(
                         status_code=422,
                         message="Unable to parse response. Got={}".format(
-                            response_data["output"]
+                            response_data.get("output", None)
                         ),
                         headers=response.headers,
                     )
@@ -103,7 +111,7 @@ async def async_handle_prediction_response_streaming(
                 print_verbose(f"New chunk: {new_output}")
                 yield {"output": new_output, "status": status}
                 previous_output = output_string
-            status = response_data["status"]
+            status = response_data.get("status", "")
             if status == "failed":
                 replicate_error = response_data.get("error", "")
                 raise ReplicateError(
diff --git a/litellm/llms/stability/image_edit/transformations.py b/litellm/llms/stability/image_edit/transformations.py
index 013e3f27a02..53bdc825dd4 100644
--- a/litellm/llms/stability/image_edit/transformations.py
+++ b/litellm/llms/stability/image_edit/transformations.py
@@ -171,7 +171,7 @@ class StabilityImageEditConfig(BaseImageEditConfig):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict,
         litellm_params: GenericLiteLLMParams,
         headers: dict,
@@ -190,11 +190,14 @@ class StabilityImageEditConfig(BaseImageEditConfig):
         }
         
         # Add prompt only if provided (some Stability endpoints don't require it)
-        if prompt is not None:
+        if prompt is not None and prompt != "":
             data["prompt"] = prompt
         # Handle image parameter - could be a single file or list
         image_file = image[0] if isinstance(image, list) else image  # type: ignore
-        files: Dict[str, Any] = {"image": image_file}
+        files: Dict[str, Any] = {}
+        if image is not None:
+            image_file = image[0] if isinstance(image, list) else image  # type: ignore
+            files["image"] = image_file
 
         # Add optional params (already mapped in map_openai_params)
         for key, value in image_edit_optional_request_params.items():  # type: ignore
diff --git a/litellm/llms/vertex_ai/common_utils.py b/litellm/llms/vertex_ai/common_utils.py
index 5aa7662f175..5b09bcc0289 100644
--- a/litellm/llms/vertex_ai/common_utils.py
+++ b/litellm/llms/vertex_ai/common_utils.py
@@ -453,9 +453,10 @@ def _build_vertex_schema(parameters: dict, add_property_ordering: bool = False):
     valid_schema_fields = set(get_type_hints(Schema).keys())
 
     defs = parameters.pop("$defs", {})
-    # flatten the defs
-    for name, value in defs.items():
-        unpack_defs(value, defs)
+    # Expand $ref references in parameters using the definitions
+    # Note: We don't pre-flatten defs as that causes exponential memory growth
+    # with circular references (see issue #19098). unpack_defs handles nested
+    # refs recursively and correctly detects/skips circular references.
     unpack_defs(parameters, defs)
 
     # 5. Nullable fields:
diff --git a/litellm/llms/vertex_ai/image_edit/vertex_gemini_transformation.py b/litellm/llms/vertex_ai/image_edit/vertex_gemini_transformation.py
index 154d5669eb8..8fcd285824d 100644
--- a/litellm/llms/vertex_ai/image_edit/vertex_gemini_transformation.py
+++ b/litellm/llms/vertex_ai/image_edit/vertex_gemini_transformation.py
@@ -152,22 +152,24 @@ class VertexAIGeminiImageEditConfig(BaseImageEditConfig, VertexLLM):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict[str, Any],
         litellm_params: GenericLiteLLMParams,
         headers: dict,
     ) -> Tuple[Dict[str, Any], Optional[RequestFiles]]:
-        inline_parts = self._prepare_inline_image_parts(image)
+        inline_parts = self._prepare_inline_image_parts(image) if image else []
         if not inline_parts:
             raise ValueError("Vertex AI Gemini image edit requires at least one image.")
 
-        if prompt is None:
-            raise ValueError("Vertex AI Gemini image edit requires a prompt.")
+        # Build parts list with image and prompt (if provided)
+        parts = inline_parts.copy()
+        if prompt is not None and prompt != "":
+            parts.append({"text": prompt})
 
         # Correct format for Vertex AI Gemini image editing
         contents = {
             "role": "USER",
-            "parts": inline_parts + [{"text": prompt}]
+            "parts": parts
         }
 
         request_body: Dict[str, Any] = {"contents": contents}
diff --git a/litellm/llms/vertex_ai/image_edit/vertex_imagen_transformation.py b/litellm/llms/vertex_ai/image_edit/vertex_imagen_transformation.py
index 337a4bd4dd6..b58825e1faa 100644
--- a/litellm/llms/vertex_ai/image_edit/vertex_imagen_transformation.py
+++ b/litellm/llms/vertex_ai/image_edit/vertex_imagen_transformation.py
@@ -144,7 +144,7 @@ class VertexAIImagenImageEditConfig(BaseImageEditConfig, VertexLLM):
         self,
         model: str,
         prompt: Optional[str],
-        image: FileTypes,
+        image: Optional[FileTypes],
         image_edit_optional_request_params: Dict[str, Any],
         litellm_params: GenericLiteLLMParams,
         headers: dict,
diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 470d598a25f..43f7bde5da3 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -7857,6 +7857,24 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "dall-e-2": {
+        "input_cost_per_image": 0.02,
+        "litellm_provider": "openai",
+        "mode": "image_generation",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits",
+            "/v1/images/variations"
+        ]
+    },
+    "dall-e-3": {
+        "input_cost_per_image": 0.04,
+        "litellm_provider": "openai",
+        "mode": "image_generation",
+        "supported_endpoints": [
+            "/v1/images/generations"
+        ]
+    },
     "deepseek-chat": {
         "cache_read_input_token_cost": 2.8e-08,
         "input_cost_per_token": 2.8e-07,
diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/1011-ebab1bc95b4aa615.js b/litellm/proxy/_experimental/out/_next/static/chunks/1011-ebab1bc95b4aa615.js
deleted file mode 100644
index 2c722c865d2..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/1011-ebab1bc95b4aa615.js
+++ /dev/null
@@ -1 +0,0 @@
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deleted file mode 100644
index 40ab2174168..00000000000
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new file mode 100644
index 00000000000..f19de7216fa
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deleted file mode 100644
index 83918eda483..00000000000
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deleted file mode 100644
index 3211472683d..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2117-bb4323b3c0b11a1f.js b/litellm/proxy/_experimental/out/_next/static/chunks/2117-26a589a1115bdd0a.js
similarity index 83%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2117-bb4323b3c0b11a1f.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2117-26a589a1115bdd0a.js
index fae288cfede..10b7be385dc 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2117-bb4323b3c0b11a1f.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2117-26a589a1115bdd0a.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2202-6fd6882207f0e000.js b/litellm/proxy/_experimental/out/_next/static/chunks/2202-a83ad035a17401aa.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2202-6fd6882207f0e000.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2202-a83ad035a17401aa.js
index d36ff569533..fe20b03d919 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2202-6fd6882207f0e000.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2202-a83ad035a17401aa.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/2618-e3b2304a0f9519ff.js b/litellm/proxy/_experimental/out/_next/static/chunks/2618-062177b80fc4a38e.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/2618-e3b2304a0f9519ff.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/2618-062177b80fc4a38e.js
index 8d7d667d278..4a8e5036739 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/2618-e3b2304a0f9519ff.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/2618-062177b80fc4a38e.js
@@ -1 +1 @@
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js b/litellm/proxy/_experimental/out/_next/static/chunks/3367-58830187e9e5b9fa.js
similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/3367-58830187e9e5b9fa.js
index 23daac359dc..ab13c388e33 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3367-33bb84b3d3d247b2.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3492-e51306a03d83393c.js b/litellm/proxy/_experimental/out/_next/static/chunks/3492-e51306a03d83393c.js
deleted file mode 100644
index 3945f65e2b7..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3492-e51306a03d83393c.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/3862-d5d4e83b9e0293bc.js b/litellm/proxy/_experimental/out/_next/static/chunks/3862-d5d4e83b9e0293bc.js
deleted file mode 100644
index 5a13dc7740f..00000000000
--- a/litellm/proxy/_experimental/out/_next/static/chunks/3862-d5d4e83b9e0293bc.js
+++ /dev/null
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index a7b068b1e78..5b0b3033d00 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5333-e9bc197d1822e3ad.js b/litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5333-e9bc197d1822e3ad.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
index 5e4051ca903..2a03ddfa5f9 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5333-e9bc197d1822e3ad.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5333-1540faf81c7d7006.js
@@ -1 +1 @@
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5733-c6d6b36f25a81ba8.js b/litellm/proxy/_experimental/out/_next/static/chunks/5733-aa80f52062105ad2.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5733-c6d6b36f25a81ba8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5733-aa80f52062105ad2.js
index f6144ce4f66..a8496e324c0 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5869-99bf8c2997f4811f.js b/litellm/proxy/_experimental/out/_next/static/chunks/5869-426268ba6ad0ce0c.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/5869-99bf8c2997f4811f.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/5869-426268ba6ad0ce0c.js
index 7224a73aee3..63b2a7aa742 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/5869-99bf8c2997f4811f.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/5869-426268ba6ad0ce0c.js
@@ -1 +1 @@
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/5992-e20acf7c5cf0486a.js b/litellm/proxy/_experimental/out/_next/static/chunks/5992-e20acf7c5cf0486a.js
deleted file mode 100644
index bd6600debc1..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6399-759f6cf22845f708.js b/litellm/proxy/_experimental/out/_next/static/chunks/6399-ccf9cdbdcd5f7abb.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6399-759f6cf22845f708.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6399-ccf9cdbdcd5f7abb.js
index 92874eef0da..cc51572bdc6 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6399-759f6cf22845f708.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6399-ccf9cdbdcd5f7abb.js
@@ -1 +1 @@
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deleted file mode 100644
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new file mode 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/6600-43a47ceabf838b3d.js b/litellm/proxy/_experimental/out/_next/static/chunks/6600-0ec5e2dc66d8b41a.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/6600-43a47ceabf838b3d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/6600-0ec5e2dc66d8b41a.js
index d3032abe15a..cfbd2b1a58a 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/6600-43a47ceabf838b3d.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/6600-0ec5e2dc66d8b41a.js
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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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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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deleted file mode 100644
index 315758eedf8..00000000000
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/7138-4d1aac68a98442b8.js b/litellm/proxy/_experimental/out/_next/static/chunks/7138-5b134dc8ad670770.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/7138-4d1aac68a98442b8.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/7138-5b134dc8ad670770.js
index 8006bdcb864..25fccd0a7ee 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/7138-4d1aac68a98442b8.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/7138-5b134dc8ad670770.js
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t;let{apiKeySource:n,accessToken:s,apiKey:r,inputMessage:i,chatHistory:l,selectedTags:o,selectedVectorStores:c,selectedGuardrails:d,selectedMCPServers:m,mcpServers:p,mcpServerToolRestrictions:u,selectedVoice:g,endpointType:x,selectedModel:h,selectedSdk:f,proxySettings:_}=e,b="session"===n?s:r,v=window.location.origin,j=null==_?void 0:_.LITELLM_UI_API_DOC_BASE_URL;j&&j.trim()?v=j:(null==_?void 0:_.PROXY_BASE_URL)&&(v=_.PROXY_BASE_URL);let y=i||"Your prompt here",N=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=l.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),A={};o.length>0&&(A.tags=o),c.length>0&&(A.vector_stores=c),d.length>0&&(A.guardrails=d);let S=h||"your-model-name",C="azure"===f?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(b||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(v,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(b||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(v,'"\n)');switch(x){case a.KP.CHAT:{let e=Object.keys(A).length>0,n="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=w.length>0?w:[{role:"user",content:y}];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(S,'",\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(S,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(N,'"\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(A).length>0,n="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=w.length>0?w:[{role:"user",content:y}];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(S,'",\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(S,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(N,'"},\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"===f?"\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(S,'",\n	prompt="').concat(i,'",\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(N,'"\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(S,'",\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"===f?'\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(N,'"\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(S,'",\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(N,'"\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(S,'",\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(i||"Your string here",'",\n	model="').concat(S,'",\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(S,'",\n	file=audio_file').concat(i?',\n	prompt="'.concat(i.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(S,'",\n	input="').concat(i||"Your text to convert to speech here",'",\n	voice="').concat(g,'"  # 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(S,'",\n#     input="').concat(i||"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(C,"\n").concat(t)}},8443:function(e,t,n){var a,s,r,i;n.d(t,{KP:function(){return s},vf:function(){return 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here",N=y.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),w=l.filter(e=>!e.isImage).map(e=>{let{role:t,content:n}=e;return{role:t,content:n}}),A={};o.length>0&&(A.tags=o),c.length>0&&(A.vector_stores=c),d.length>0&&(A.guardrails=d);let S=h||"your-model-name",C="azure"===f?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(b||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(v,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(b||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(v,'"\n)');switch(x){case a.KP.CHAT:{let e=Object.keys(A).length>0,n="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=w.length>0?w:[{role:"user",content:y}];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(S,'",\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(S,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(N,'"\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(A).length>0,n="";if(e){let e=JSON.stringify({metadata:A},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();n=",\n    extra_body=".concat(e)}let a=w.length>0?w:[{role:"user",content:y}];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(S,'",\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(S,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(N,'"},\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"===f?"\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(S,'",\n	prompt="').concat(i,'",\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(N,'"\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(S,'",\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"===f?'\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(N,'"\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(S,'",\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(N,'"\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(S,'",\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(i||"Your string here",'",\n	model="').concat(S,'",\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(S,'",\n	file=audio_file').concat(i?',\n	prompt="'.concat(i.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(S,'",\n	input="').concat(i||"Your text to convert to speech here",'",\n	voice="').concat(g,'"  # 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(S,'",\n#     input="').concat(i||"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(C,"\n").concat(t)}},8443:function(e,t,n){var a,s,r,i;n.d(t,{KP:function(){return s},vf:function(){return 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similarity index 99%
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index 7b5d0fdca13..75ef1828cf0 100644
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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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t(e){e.languages.sqf=e.languages.extend("clike",{string:{pattern:/"(?:(?:"")?[^"])*"(?!")|'(?:[^'])*'/,greedy:!0},keyword:/\b(?:breakOut|breakTo|call|case|catch|default|do|echo|else|execFSM|execVM|exitWith|for|forEach|forEachMember|forEachMemberAgent|forEachMemberTeam|from|goto|if|nil|preprocessFile|preprocessFileLineNumbers|private|scopeName|spawn|step|switch|then|throw|to|try|while|with)\b/i,boolean:/\b(?:false|true)\b/i,function:/\b(?:abs|accTime|acos|action|actionIDs|actionKeys|actionKeysImages|actionKeysNames|actionKeysNamesArray|actionName|actionParams|activateAddons|activatedAddons|activateKey|add3DENConnection|add3DENEventHandler|add3DENLayer|addAction|addBackpack|addBackpackCargo|addBackpackCargoGlobal|addBackpackGlobal|addCamShake|addCuratorAddons|addCuratorCameraArea|addCuratorEditableObjects|addCuratorEditingArea|addCuratorPoints|addEditorObject|addEventHandler|addForce|addForceGeneratorRTD|addGoggles|addGroupIcon|addHandgunItem|addHeadgear|addItem|addItemCargo|addItemCargoGlobal|addItemPool|addItemToBackpack|addItemToUniform|addItemToVest|addLiveStats|addMagazine|addMagazineAmmoCargo|addMagazineCargo|addMagazineCargoGlobal|addMagazineGlobal|addMagazinePool|addMagazines|addMagazineTurret|addMenu|addMenuItem|addMissionEventHandler|addMPEventHandler|addMusicEventHandler|addOwnedMine|addPlayerScores|addPrimaryWeaponItem|addPublicVariableEventHandler|addRating|addResources|addScore|addScoreSide|addSecondaryWeaponItem|addSwitchableUnit|addTeamMember|addToRemainsCollector|addTorque|addUniform|addVehicle|addVest|addWaypoint|addWeapon|addWeaponCargo|addWeaponCargoGlobal|addWeaponGlobal|addWeaponItem|addWeaponPool|addWeaponTurret|admin|agent|agents|AGLToASL|aimedAtTarget|aimPos|airDensityCurveRTD|airDensityRTD|airplaneThrottle|airportSide|AISFinishHeal|alive|all3DENEntities|allAirports|allControls|allCurators|allCutLayers|allDead|allDeadMen|allDisplays|allGroups|allMapMarkers|allMines|allMissionObjects|allow3DMode|allowCrewInImmobile|allowCuratorLogicIgnoreAreas|allowDamage|allowDammage|allowFileOperations|allowFleeing|allowGetIn|allowSprint|allPlayers|allSimpleObjects|allSites|allTurrets|allUnits|allUnitsUAV|allVariables|ammo|ammoOnPylon|animate|animateBay|animateDoor|animatePylon|animateSource|animationNames|animationPhase|animationSourcePhase|animationState|append|apply|armoryPoints|arrayIntersect|asin|ASLToAGL|ASLToATL|assert|assignAsCargo|assignAsCargoIndex|assignAsCommander|assignAsDriver|assignAsGunner|assignAsTurret|assignCurator|assignedCargo|assignedCommander|assignedDriver|assignedGunner|assignedItems|assignedTarget|assignedTeam|assignedVehicle|assignedVehicleRole|assignItem|assignTeam|assignToAirport|atan|atan2|atg|ATLToASL|attachedObject|attachedObjects|attachedTo|attachObject|attachTo|attackEnabled|backpack|backpackCargo|backpackContainer|backpackItems|backpackMagazines|backpackSpaceFor|behaviour|benchmark|binocular|blufor|boundingBox|boundingBoxReal|boundingCenter|briefingName|buildingExit|buildingPos|buldozer_EnableRoadDiag|buldozer_IsEnabledRoadDiag|buldozer_LoadNewRoads|buldozer_reloadOperMap|buttonAction|buttonSetAction|cadetMode|callExtension|camCommand|camCommit|camCommitPrepared|camCommitted|camConstuctionSetParams|camCreate|camDestroy|cameraEffect|cameraEffectEnableHUD|cameraInterest|cameraOn|cameraView|campaignConfigFile|camPreload|camPreloaded|camPrepareBank|camPrepareDir|camPrepareDive|camPrepareFocus|camPrepareFov|camPrepareFovRange|camPreparePos|camPrepareRelPos|camPrepareTarget|camSetBank|camSetDir|camSetDive|camSetFocus|camSetFov|camSetFovRange|camSetPos|camSetRelPos|camSetTarget|camTarget|camUseNVG|canAdd|canAddItemToBackpack|canAddItemToUniform|canAddItemToVest|cancelSimpleTaskDestination|canFire|canMove|canSlingLoad|canStand|canSuspend|canTriggerDynamicSimulation|canUnloadInCombat|canVehicleCargo|captive|captiveNum|cbChecked|cbSetChecked|ceil|channelEnabled|cheatsEnabled|checkAIFeature|checkVisibility|civilian|className|clear3DENAttribute|clear3DENInventory|clearAllItemsFromBackpack|clearBackpackCargo|clearBackpackCargoGlobal|clearForcesRTD|clearGroupIcons|clearItemCargo|clearItemCargoGlobal|clearItemPool|clearMagazineCargo|clearMagazineCargoGlobal|clearMagazinePool|clearOverlay|clearRadio|clearVehicleInit|clearWeaponCargo|clearWeaponCargoGlobal|clearWeaponPool|clientOwner|closeDialog|closeDisplay|closeOverlay|collapseObjectTree|collect3DENHistory|collectiveRTD|combatMode|commandArtilleryFire|commandChat|commander|commandFire|commandFollow|commandFSM|commandGetOut|commandingMenu|commandMove|commandRadio|commandStop|commandSuppressiveFire|commandTarget|commandWatch|comment|commitOverlay|compile|compileFinal|completedFSM|composeText|configClasses|configFile|configHierarchy|configName|configNull|configProperties|configSourceAddonList|configSourceMod|configSourceModList|confirmSensorTarget|connectTerminalToUAV|controlNull|controlsGroupCtrl|copyFromClipboard|copyToClipboard|copyWaypoints|cos|count|countEnemy|countFriendly|countSide|countType|countUnknown|create3DENComposition|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deleted file mode 100644
index f72c3faba1f..00000000000
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new file mode 100644
index 00000000000..35ea04a5f1c
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+++ b/litellm/proxy/_experimental/out/_next/static/chunks/8143-9e4312f059e9ed27.js
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new file mode 100644
index 00000000000..86fbdc8a7e3
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9140-28cd72e0efbaaf59.js b/litellm/proxy/_experimental/out/_next/static/chunks/9140-09af618948244b82.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9140-28cd72e0efbaaf59.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/9145-93c7b6227c4920ff.js b/litellm/proxy/_experimental/out/_next/static/chunks/9145-9507437d5b599cea.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/9145-93c7b6227c4920ff.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/9145-9507437d5b599cea.js
index 2bcfb639dae..2f5de4c9a42 100644
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new file mode 100644
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deleted file mode 100644
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new file mode 100644
index 00000000000..cc039fae63e
--- /dev/null
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/9818-6f03d7efd4fb8533.js
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similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/api-reference/page-e1a54745192ab0f1.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/api-reference/page-a6a3e9e67b671303.js
index caff9c0c4e1..f163965ce2b 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/api-playground/page-a38490363367933d.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/api-playground/page-67c4f150eba92e64.js
similarity index 97%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/api-playground/page-a38490363367933d.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/api-playground/page-67c4f150eba92e64.js
index 79272f83e43..c403ad96e14 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/api-playground/page-a38490363367933d.js
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similarity index 97%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-a029a8af3d496554.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/budgets/page-e471b9b73cfc894b.js
index f2f2c35a233..ae53bd0871a 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-61530c0f4001665a.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-d31cc105402ab7e0.js
similarity index 89%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-61530c0f4001665a.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/experimental/caching/page-d31cc105402ab7e0.js
index c7d6e86c43a..25dbe740650 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-21fce773237d12ff.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-fc3dff494dc4db08.js
similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-21fce773237d12ff.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-fc3dff494dc4db08.js
index 14d776eb3f8..5628e8c8a24 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-21fce773237d12ff.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/playground/page-fc3dff494dc4db08.js
@@ -1 +1 @@
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0:b.PROXY_BASE_URL)&&(v=b.PROXY_BASE_URL);let E=r||"Your prompt here",I=E.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),x=s.filter(e=>!e.isImage).map(e=>{let{role:n,content:t}=e;return{role:n,content:t}}),S={};l.length>0&&(S.tags=l),p.length>0&&(S.vector_stores=p),u.length>0&&(S.guardrails=u);let A=f||"your-model-name",O="azure"===h?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(y||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(v,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(y||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(v,'"\n)');switch(_){case i.KP.CHAT:{let e=Object.keys(S).length>0,t="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let i=x.length>0?x:[{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.chat.completions.create(\n    model="'.concat(A,'",\n    messages=').concat(JSON.stringify(i,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(A,'",\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 i.KP.RESPONSES:{let e=Object.keys(S).length>0,t="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let i=x.length>0?x:[{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(A,'",\n    input=').concat(JSON.stringify(i,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(A,'",\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 i.KP.IMAGE:n="azure"===h?"\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(A,'",\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(A,'",\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 i.KP.IMAGE_EDITS:n="azure"===h?'\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(A,'",\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(A,'",\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 i.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(A,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case i.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(A,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case i.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(A,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(g,'"  # 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(A,'",\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(O,"\n").concat(n)}},8443:function(e,n,t){"use strict";var i,a,o,r;t.d(n,{KP:function(){return a},vf:function(){return l}}),(o=i||(i={})).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=a||(a={})).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(i).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 a}});var i=t(19250);let a=async e=>{try{let n=await (0,i.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 i=t(57437),a=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,[c,m]=(0,a.useState)([]),[d,g]=(0,a.useState)(!1);return(0,a.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&m(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,i.jsx)("div",{children:(0,i.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,allowClear:!0,options:c.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 a}});var i=t(19250);let a=async e=>{if(!e)return null;try{return await (0,i.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,1713,4865,337,8135,1442,2926,2409,3709,353,1994,8565,5319,7906,816,7271,766,3567,8529,8049,5992,9039,2971,2117,1744],function(){return e(e.s=49568)}),_N_E=e.O()}]);
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guardrails:",e)}finally{d(!1)}}})()},[l]),(0,i.jsx)("div",{children:(0,i.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:m,className:s,allowClear:!0,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 a}});var i=t(8443);let a=e=>{let n;let{apiKeySource:t,accessToken:a,apiKey:o,inputMessage:r,chatHistory:s,selectedTags:l,selectedVectorStores:p,selectedGuardrails:u,selectedMCPServers:c,mcpServers:m,mcpServerToolRestrictions:d,selectedVoice:g,endpointType:_,selectedModel:f,selectedSdk:h,proxySettings:b}=e,y="session"===t?a:o,v=window.location.origin,w=null==b?void 0:b.LITELLM_UI_API_DOC_BASE_URL;w&&w.trim()?v=w:(null==b?void 0:b.PROXY_BASE_URL)&&(v=b.PROXY_BASE_URL);let E=r||"Your prompt here",I=E.replace(/\\/g,"\\\\").replace(/"/g,'\\"').replace(/\n/g,"\\n"),x=s.filter(e=>!e.isImage).map(e=>{let{role:n,content:t}=e;return{role:n,content:t}}),S={};l.length>0&&(S.tags=l),p.length>0&&(S.vector_stores=p),u.length>0&&(S.guardrails=u);let A=f||"your-model-name",O="azure"===h?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(y||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(v,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(y||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(v,'"\n)');switch(_){case i.KP.CHAT:{let e=Object.keys(S).length>0,t="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let i=x.length>0?x:[{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.chat.completions.create(\n    model="'.concat(A,'",\n    messages=').concat(JSON.stringify(i,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(A,'",\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 i.KP.RESPONSES:{let e=Object.keys(S).length>0,t="";if(e){let e=JSON.stringify({metadata:S},null,2).split("\n").map(e=>" ".repeat(4)+e).join("\n").trim();t=",\n    extra_body=".concat(e)}let i=x.length>0?x:[{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(A,'",\n    input=').concat(JSON.stringify(i,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(A,'",\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 i.KP.IMAGE:n="azure"===h?"\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(A,'",\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(A,'",\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 i.KP.IMAGE_EDITS:n="azure"===h?'\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(A,'",\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(A,'",\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 i.KP.EMBEDDINGS:n='\nresponse = client.embeddings.create(\n	input="'.concat(r||"Your string here",'",\n	model="').concat(A,'",\n	encoding_format="base64" # or "float"\n)\n\nprint(response.data[0].embedding)\n');break;case i.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(A,'",\n	file=audio_file').concat(r?',\n	prompt="'.concat(r.replace(/"/g,'\\"'),'"'):"","\n)\n\nprint(response.text)\n");break;case i.KP.SPEECH:n='\n# Make the text-to-speech request\nresponse = client.audio.speech.create(\n	model="'.concat(A,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(g,'"  # 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(A,'",\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(O,"\n").concat(n)}},8443:function(e,n,t){"use strict";var i,a,o,r;t.d(n,{KP:function(){return a},vf:function(){return l}}),(o=i||(i={})).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=a||(a={})).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(i).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 a}});var i=t(19250);let a=async e=>{try{let n=await (0,i.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 i=t(57437),a=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,[c,m]=(0,a.useState)([]),[d,g]=(0,a.useState)(!1);return(0,a.useEffect)(()=>{(async()=>{if(l){g(!0);try{let e=await (0,r.vectorStoreListCall)(l);e.data&&m(e.data)}catch(e){console.error("Error fetching vector stores:",e)}finally{g(!1)}}})()},[l]),(0,i.jsx)("div",{children:(0,i.jsx)(o.default,{mode:"multiple",placeholder:p,onChange:n,value:t,loading:d,className:s,allowClear:!0,options:c.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 a}});var i=t(19250);let a=async e=>{if(!e)return null;try{return await (0,i.getProxyUISettings)(e)}catch(e){return console.error("Error fetching proxy settings:",e),null}}}},function(e){e.O(0,[9028,9409,1713,4865,337,8135,1442,2926,2409,3709,353,1994,8565,5319,7906,816,7271,766,3567,8529,8049,5992,9039,2971,2117,1744],function(){return e(e.s=19235)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-c3ba84cd9a49b3be.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-746658933a633902.js
similarity index 93%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-c3ba84cd9a49b3be.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-746658933a633902.js
index d85cea4c5e7..39bfdcc3f87 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-c3ba84cd9a49b3be.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/admin-settings/page-746658933a633902.js
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similarity index 98%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-e1d412e24a5858cf.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/settings/ui-theme/page-d833946961b065a5.js
index 8ed8d209bd0..f10cae482a2 100644
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-7a508c7796ccf637.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-8d1a71afa9e9ff16.js
similarity index 99%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-7a508c7796ccf637.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/teams/page-8d1a71afa9e9ff16.js
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0:b.PROXY_BASE_URL)&&(y=b.PROXY_BASE_URL);let E=r||"Your prompt here",w=E.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}}),S={};l.length>0&&(S.tags=l),p.length>0&&(S.vector_stores=p),c.length>0&&(S.guardrails=c);let A=f||"your-model-name",O="azure"===h?'import openai\n\nclient = openai.AzureOpenAI(\n	api_key="'.concat(v||"YOUR_LITELLM_API_KEY",'",\n	azure_endpoint="').concat(y,'",\n	api_version="2024-02-01"\n)'):'import openai\n\nclient = openai.OpenAI(\n	api_key="'.concat(v||"YOUR_LITELLM_API_KEY",'",\n	base_url="').concat(y,'"\n)');switch(_){case a.KP.CHAT:{let e=Object.keys(S).length>0,t="";if(e){let e=JSON.stringify({metadata:S},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: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.chat.completions.create(\n    model="'.concat(A,'",\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(A,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(w,'"\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(S).length>0,t="";if(e){let e=JSON.stringify({metadata:S},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: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(A,'",\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(A,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(w,'"},\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"===h?"\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(A,'",\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(w,'"\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(A,'",\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"===h?'\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(w,'"\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(A,'",\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(w,'"\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(A,'",\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(A,'",\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(A,'",\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(A,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(g,'"  # 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(A,'",\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(O,"\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:c=!1}=e,[u,m]=(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&&m(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,allowClear:!0,options:u.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:c})})}},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,[9028,9409,1713,4865,337,8135,2409,3709,353,1994,8565,5319,7906,816,7271,766,3567,8049,5992,2971,2117,1744],function(){return e(e.s=35831)}),_N_E=e.O()}]);
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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(A,'",\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(A,'",\n#     messages=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {\n#                     "type": "text",\n#                     "text": "').concat(w,'"\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(S).length>0,t="";if(e){let e=JSON.stringify({metadata:S},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: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(A,'",\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(A,'",\n#     input=[\n#         {\n#             "role": "user",\n#             "content": [\n#                 {"type": "input_text", "text": "').concat(w,'"},\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"===h?"\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(A,'",\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(w,'"\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(A,'",\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"===h?'\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(w,'"\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(A,'",\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(w,'"\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(A,'",\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(A,'",\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(A,'",\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(A,'",\n	input="').concat(r||"Your text to convert to speech here",'",\n	voice="').concat(g,'"  # 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(A,'",\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(O,"\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:c=!1}=e,[u,m]=(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&&m(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,allowClear:!0,options:u.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:c})})}},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,[9028,9409,1713,4865,337,8135,2409,3709,353,1994,8565,5319,7906,816,7271,766,3567,8049,5992,2971,2117,1744],function(){return e(e.s=22859)}),_N_E=e.O()}]);
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diff --git a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-3ebb650f7fce7002.js b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-7dd2ea6f1433d41f.js
similarity index 92%
rename from litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-3ebb650f7fce7002.js
rename to litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-7dd2ea6f1433d41f.js
index f3ed7c0e3e0..5e9e8be5ed9 100644
--- a/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-3ebb650f7fce7002.js
+++ b/litellm/proxy/_experimental/out/_next/static/chunks/app/(dashboard)/tools/mcp-servers/page-7dd2ea6f1433d41f.js
@@ -1 +1 @@
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index 00000000000..95dd8e2a692
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diff --git a/litellm/proxy/_experimental/out/_next/static/1-ApFSfWImQ15E9std-To/_buildManifest.js b/litellm/proxy/_experimental/out/_next/static/zHD7JXLXiWgn1NPp82VmF/_buildManifest.js
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diff --git a/litellm/proxy/_experimental/out/_next/static/1-ApFSfWImQ15E9std-To/_ssgManifest.js b/litellm/proxy/_experimental/out/_next/static/zHD7JXLXiWgn1NPp82VmF/_ssgManifest.js
similarity index 100%
rename from litellm/proxy/_experimental/out/_next/static/1-ApFSfWImQ15E9std-To/_ssgManifest.js
rename to litellm/proxy/_experimental/out/_next/static/zHD7JXLXiWgn1NPp82VmF/_ssgManifest.js
diff --git a/litellm/proxy/_experimental/out/api-reference.txt b/litellm/proxy/_experimental/out/api-reference.txt
index 600a8b737d2..db22f92d23e 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
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diff --git a/litellm/proxy/agent_endpoints/a2a_endpoints.py b/litellm/proxy/agent_endpoints/a2a_endpoints.py
index c2d53b40b7b..a21f3291d31 100644
--- a/litellm/proxy/agent_endpoints/a2a_endpoints.py
+++ b/litellm/proxy/agent_endpoints/a2a_endpoints.py
@@ -55,9 +55,30 @@ async def _handle_stream_message(
     proxy_server_request: Optional[dict] = None,
 ) -> StreamingResponse:
     """Handle message/stream method via SDK functions."""
-    from a2a.types import MessageSendParams, SendStreamingMessageRequest
-
     from litellm.a2a_protocol import asend_message_streaming
+    from litellm.a2a_protocol.main import A2A_SDK_AVAILABLE
+
+    # Check is handled in invoke_agent_a2a, but if called directly:
+    if not A2A_SDK_AVAILABLE:
+        # Return a streaming response that yields an error
+        async def _error_stream():
+            yield json.dumps(
+                {
+                    "jsonrpc": "2.0",
+                    "id": request_id,
+                    "error": {
+                        "code": -32603,
+                        "message": "Server error: 'a2a' package not installed",
+                    },
+                }
+            ) + "\n"
+
+        return StreamingResponse(_error_stream(), media_type="application/x-ndjson")
+
+    from a2a.types import (
+        MessageSendParams,
+        SendStreamingMessageRequest,
+    )
 
     async def stream_response():
         try:
@@ -75,16 +96,20 @@ async def _handle_stream_message(
             ):
                 # Chunk may be dict or object depending on bridge vs standard path
                 if hasattr(chunk, "model_dump"):
-                    yield json.dumps(chunk.model_dump(mode="json", exclude_none=True)) + "\n"
+                    yield json.dumps(
+                        chunk.model_dump(mode="json", exclude_none=True)
+                    ) + "\n"
                 else:
                     yield json.dumps(chunk) + "\n"
         except Exception as e:
             verbose_proxy_logger.exception(f"Error streaming A2A response: {e}")
-            yield json.dumps({
-                "jsonrpc": "2.0",
-                "id": request_id,
-                "error": {"code": -32603, "message": f"Streaming error: {str(e)}"},
-            }) + "\n"
+            yield json.dumps(
+                {
+                    "jsonrpc": "2.0",
+                    "id": request_id,
+                    "error": {"code": -32603, "message": f"Streaming error: {str(e)}"},
+                }
+            ) + "\n"
 
     return StreamingResponse(stream_response(), media_type="application/x-ndjson")
 
@@ -169,9 +194,8 @@ async def invoke_agent_a2a(
     - message/send: Send a message and get a response
     - message/stream: Send a message and stream the response
     """
-    from a2a.types import MessageSendParams, SendMessageRequest
-
     from litellm.a2a_protocol import asend_message
+    from litellm.a2a_protocol.main import A2A_SDK_AVAILABLE
     from litellm.proxy.agent_endpoints.auth.agent_permission_handler import (
         AgentRequestHandler,
     )
@@ -189,16 +213,28 @@ async def invoke_agent_a2a(
 
         # Validate JSON-RPC format
         if body.get("jsonrpc") != "2.0":
-            return _jsonrpc_error(body.get("id"), -32600, "Invalid Request: jsonrpc must be '2.0'")
+            return _jsonrpc_error(
+                body.get("id"), -32600, "Invalid Request: jsonrpc must be '2.0'"
+            )
 
         request_id = body.get("id")
         method = body.get("method")
         params = body.get("params", {})
 
+        if not A2A_SDK_AVAILABLE:
+            return _jsonrpc_error(
+                request_id,
+                -32603,
+                "Server error: 'a2a' package not installed. Please install 'a2a-sdk'.",
+                500,
+            )
+
         # Find the agent
         agent = _get_agent(agent_id)
         if agent is None:
-            return _jsonrpc_error(request_id, -32000, f"Agent '{agent_id}' not found", 404)
+            return _jsonrpc_error(
+                request_id, -32000, f"Agent '{agent_id}' not found", 404
+            )
 
         is_allowed = await AgentRequestHandler.is_agent_allowed(
             agent_id=agent.agent_id,
@@ -213,23 +249,29 @@ async def invoke_agent_a2a(
         # Get backend URL and agent name
         agent_url = agent.agent_card_params.get("url")
         agent_name = agent.agent_card_params.get("name", agent_id)
-        
+
         # Get litellm_params (may include custom_llm_provider for completion bridge)
         litellm_params = agent.litellm_params or {}
         custom_llm_provider = litellm_params.get("custom_llm_provider")
-        
+
         # URL is required unless using completion bridge with a provider that derives endpoint from model
         # (e.g., bedrock/agentcore derives endpoint from ARN in model string)
         if not agent_url and not custom_llm_provider:
-            return _jsonrpc_error(request_id, -32000, f"Agent '{agent_id}' has no URL configured", 500)
+            return _jsonrpc_error(
+                request_id, -32000, f"Agent '{agent_id}' has no URL configured", 500
+            )
 
-        verbose_proxy_logger.info(f"Proxying A2A request to agent '{agent_id}' at {agent_url or 'completion-bridge'}")
+        verbose_proxy_logger.info(
+            f"Proxying A2A request to agent '{agent_id}' at {agent_url or 'completion-bridge'}"
+        )
 
         # Set up data dict for litellm processing
-        body.update({
-            "model": f"a2a_agent/{agent_name}",
-            "custom_llm_provider": "a2a_agent",
-        })
+        body.update(
+            {
+                "model": f"a2a_agent/{agent_name}",
+                "custom_llm_provider": "a2a_agent",
+            }
+        )
 
         # Add litellm data (user_api_key, user_id, team_id, etc.)
         data = await add_litellm_data_to_request(
@@ -243,6 +285,8 @@ async def invoke_agent_a2a(
 
         # Route through SDK functions
         if method == "message/send":
+            from a2a.types import MessageSendParams, SendMessageRequest
+
             a2a_request = SendMessageRequest(
                 id=request_id,
                 params=MessageSendParams(**params),
@@ -255,7 +299,9 @@ async def invoke_agent_a2a(
                 metadata=data.get("metadata", {}),
                 proxy_server_request=data.get("proxy_server_request"),
             )
-            return JSONResponse(content=response.model_dump(mode="json", exclude_none=True))
+            return JSONResponse(
+                content=response.model_dump(mode="json", exclude_none=True)
+            )
 
         elif method == "message/stream":
             return await _handle_stream_message(
diff --git a/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py b/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py
index cbe28849b1e..3cbca27ce0c 100644
--- a/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py
+++ b/litellm/proxy/discovery_endpoints/ui_discovery_endpoints.py
@@ -1,5 +1,6 @@
 #### Analytics Endpoints #####
 import os
+
 from fastapi import APIRouter
 
 from litellm.types.proxy.discovery_endpoints.ui_discovery_endpoints import (
@@ -14,10 +15,12 @@ router = APIRouter()
     "/litellm/.well-known/litellm-ui-config", response_model=UiDiscoveryEndpoints
 )  # if mounted at root path
 async def get_ui_config():
-    from litellm.proxy.utils import get_proxy_base_url, get_server_root_path
     from litellm.proxy.auth.auth_utils import _has_user_setup_sso
+    from litellm.proxy.utils import get_proxy_base_url, get_server_root_path
 
-    auto_redirect_ui_login_to_sso = os.getenv("AUTO_REDIRECT_UI_LOGIN_TO_SSO", "true").lower() == "true"
+    auto_redirect_ui_login_to_sso = (
+        os.getenv("AUTO_REDIRECT_UI_LOGIN_TO_SSO", "true").lower() == "true"
+    )
     admin_ui_disabled = os.getenv("DISABLE_ADMIN_UI", "false").lower() == "true"
 
     return UiDiscoveryEndpoints(
diff --git a/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py b/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py
index 02e481acddd..b98eeff99d6 100644
--- a/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py
+++ b/litellm/proxy/guardrails/guardrail_hooks/panw_prisma_airs/panw_prisma_airs.py
@@ -62,6 +62,7 @@ class PanwPrismaAirsHandler(CustomGuardrail):
         app_name: Optional[str] = None,
         fallback_on_error: Literal["block", "allow"] = "block",
         timeout: float = 10.0,
+        violation_message_template: Optional[str] = None,
         **kwargs,
     ):
         """Initialize PANW Prisma AIRS guardrail handler."""
@@ -77,6 +78,7 @@ class PanwPrismaAirsHandler(CustomGuardrail):
             default_on=default_on,
             mask_request_content=_mask_request_content,
             mask_response_content=_mask_response_content,
+            violation_message_template=violation_message_template,
             **kwargs,
         )
 
@@ -489,7 +491,18 @@ class PanwPrismaAirsHandler(CustomGuardrail):
         detection_key = "response_detected" if is_response else "prompt_detected"
 
         category = scan_result.get("category", "unknown")
-        error_msg = f"{action_type} blocked by PANW Prisma AI Security policy (Category: {category})"
+        default_msg = f"{action_type} blocked by PANW Prisma AI Security policy (Category: {category})"
+
+        # Use custom violation message template if configured
+        error_msg = self.render_violation_message(
+            default=default_msg,
+            context={
+                "guardrail_name": self.guardrail_name,
+                "category": category,
+                "action_type": action_type,
+                "default_message": default_msg,
+            },
+        )
 
         error_detail = {
             "error": {
diff --git a/litellm/proxy/guardrails/guardrail_initializers.py b/litellm/proxy/guardrails/guardrail_initializers.py
index 66b41005c4e..639aebf45c9 100644
--- a/litellm/proxy/guardrails/guardrail_initializers.py
+++ b/litellm/proxy/guardrails/guardrail_initializers.py
@@ -217,6 +217,7 @@ def initialize_panw_prisma_airs(litellm_params, guardrail):
         app_name=getattr(litellm_params, "app_name", None),
         fallback_on_error=getattr(litellm_params, "fallback_on_error", "block"),
         timeout=float(getattr(litellm_params, "timeout", 10.0)),
+        violation_message_template=litellm_params.violation_message_template,
     )
     litellm.logging_callback_manager.add_litellm_callback(_panw_callback)
 
diff --git a/litellm/proxy/image_endpoints/endpoints.py b/litellm/proxy/image_endpoints/endpoints.py
index a1453e10dbf..4a2c05f8590 100644
--- a/litellm/proxy/image_endpoints/endpoints.py
+++ b/litellm/proxy/image_endpoints/endpoints.py
@@ -244,8 +244,10 @@ async def image_edit_api(
     if mask is None and mask_array is not None:
         mask = mask_array
 
-    if image is None:
-        raise HTTPException(status_code=422, detail="Field required: image")
+    # if image is None:
+    #     raise HTTPException(status_code=422, detail="Field required: image")
+    # Note: Image is optional for some models (e.g., Bedrock Stability style-transfer)
+    # The validation will be done at the model level if image is truly required
 
     from litellm.proxy.proxy_server import (
         _read_request_body,
@@ -272,6 +274,10 @@ async def image_edit_api(
         data["image"] = image_files
     if mask_files:
         data["mask"] = mask_files
+    
+    # Ensure prompt exists in data (default to None for models that don't require it)
+    if "prompt" not in data:
+        data["prompt"] = None
 
     data["model"] = (
         model
diff --git a/litellm/proxy/openai_files_endpoints/files_endpoints.py b/litellm/proxy/openai_files_endpoints/files_endpoints.py
index 7e3f5820814..2c6b378ae38 100644
--- a/litellm/proxy/openai_files_endpoints/files_endpoints.py
+++ b/litellm/proxy/openai_files_endpoints/files_endpoints.py
@@ -146,8 +146,8 @@ async def route_create_file(
     Priority:
     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)
+    3. If target_model_names_list -> managed files (requires DB, supports loadbalancing)
+    4. If enable_loadbalancing_on_batch_endpoints -> deprecated loadbalancing
     5. Else -> use custom_llm_provider with files_settings
     """
     
@@ -202,18 +202,9 @@ async def route_create_file(
         
         return response
     
-    # EXISTING: Deprecated loadbalancing approach
-    if (
-        litellm.enable_loadbalancing_on_batch_endpoints is True
-        and is_router_model
-        and router_model is not None
-    ):
-        response = await _deprecated_loadbalanced_create_file(
-            llm_router=llm_router,
-            router_model=router_model,
-            _create_file_request=_create_file_request,
-        )
-    elif target_model_names_list:
+    # Handle managed files (supports loadbalancing via llm_router.acreate_file)
+    # Priority: Check for managed files BEFORE deprecated loadbalancing
+    if target_model_names_list:
         managed_files_obj = proxy_logging_obj.get_proxy_hook("managed_files")
         if managed_files_obj is None:
             raise ProxyException(
@@ -236,6 +227,7 @@ async def route_create_file(
                 param="None",
                 code=500,
             )
+        # Managed files internally calls llm_router.acreate_file() which includes loadbalancing
         response = await managed_files_obj.acreate_file(
             llm_router=llm_router,
             create_file_request=_create_file_request,
@@ -243,6 +235,17 @@ async def route_create_file(
             litellm_parent_otel_span=user_api_key_dict.parent_otel_span,
             user_api_key_dict=user_api_key_dict,
         )
+    # EXISTING: Deprecated loadbalancing approach (for backwards compatibility when not using managed files)
+    elif (
+        litellm.enable_loadbalancing_on_batch_endpoints is True
+        and is_router_model
+        and router_model is not None
+    ):
+        response = await _deprecated_loadbalanced_create_file(
+            llm_router=llm_router,
+            router_model=router_model,
+            _create_file_request=_create_file_request,
+        )
     else:
         # get configs for custom_llm_provider
         llm_provider_config = get_files_provider_config(
diff --git a/litellm/proxy/proxy_config.yaml b/litellm/proxy/proxy_config.yaml
index 87e02a142ee..cf852805f83 100644
--- a/litellm/proxy/proxy_config.yaml
+++ b/litellm/proxy/proxy_config.yaml
@@ -46,7 +46,21 @@ model_list:
       api_base: https://krish-mh44t553-eastus2.services.ai.azure.com
       api_key: os.environ/AZURE_ANTHROPIC_API_KEY
 
+# Search Tools Configuration - Define search providers for WebSearch interception
+# search_tools:
+#   - search_tool_name: "my-perplexity-search"
+#     litellm_params:
+#       search_provider: "perplexity"  # Can be: perplexity, brave, etc.
+
+litellm_settings:
+  callbacks: ["websearch_interception"]
+  # WebSearch Interception - Automatically intercepts and executes WebSearch tool calls
+  # for models that don't natively support web search (e.g., Bedrock/Claude)
+  websearch_interception_params:
+    enabled_providers: ["bedrock"]  # List of providers to enable interception for
+    search_tool_name: "my-perplexity-search"  # Optional: Name of search tool from search_tools config
 
 general_settings:
   store_prompts_in_spend_logs: true
-  forward_client_headers_to_llm_api: true
\ No newline at end of file
+  forward_client_headers_to_llm_api: true
+
diff --git a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
index 7db76fd31dd..09c14bc42c1 100644
--- a/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
+++ b/litellm/proxy/ui_crud_endpoints/proxy_setting_endpoints.py
@@ -1,8 +1,8 @@
 #### CRUD ENDPOINTS for UI Settings #####
 import json
-from typing import Any, Dict, List, Union, Optional
+from typing import Any, Dict, List, Optional, Union
 
-from fastapi import APIRouter, Depends, HTTPException, UploadFile, File
+from fastapi import APIRouter, Depends, File, HTTPException, UploadFile
 
 import litellm
 from litellm._logging import verbose_proxy_logger
@@ -10,6 +10,7 @@ from litellm.proxy._types import *
 from litellm.proxy.auth.user_api_key_auth import user_api_key_auth
 from litellm.types.proxy.management_endpoints.ui_sso import (
     DefaultTeamSSOParams,
+    InProductNudgeResponse,
     SSOConfig,
 )
 
@@ -22,11 +23,11 @@ class IPAddress(BaseModel):
 
 class UIThemeConfig(BaseModel):
     """Configuration for UI theme customization"""
-    
+
     # Logo configuration
     logo_url: Optional[str] = Field(
         default=None,
-        description="URL or path to custom logo image. Can be a local file path or HTTP/HTTPS URL"
+        description="URL or path to custom logo image. Can be a local file path or HTTP/HTTPS URL",
     )
 
 
@@ -85,7 +86,10 @@ class UISettingsResponse(SettingsResponse):
 
 
 # Allowlist of UI settings that can be stored
-ALLOWED_UI_SETTINGS_FIELDS = {"disable_model_add_for_internal_users", "disable_team_admin_delete_team_user"}
+ALLOWED_UI_SETTINGS_FIELDS = {
+    "disable_model_add_for_internal_users",
+    "disable_team_admin_delete_team_user",
+}
 
 
 @router.get(
@@ -434,7 +438,7 @@ async def get_sso_settings():
 
     # Initialize with defaults
     sso_settings_dict = {}
-    
+
     if sso_db_record and sso_db_record.sso_settings:
         # Load settings from database
         sso_settings_dict = dict(sso_db_record.sso_settings)
@@ -444,26 +448,43 @@ async def get_sso_settings():
     role_mappings = None
     if role_mappings_data:
         from litellm.types.proxy.management_endpoints.ui_sso import RoleMappings
+
         if isinstance(role_mappings_data, dict):
             role_mappings = RoleMappings(**role_mappings_data)
         elif isinstance(role_mappings_data, RoleMappings):
             role_mappings = role_mappings_data
-    
-    decrypted_sso_settings_dict = proxy_config._decrypt_and_set_db_env_variables(environment_variables=sso_settings_dict)
+
+    decrypted_sso_settings_dict = proxy_config._decrypt_and_set_db_env_variables(
+        environment_variables=sso_settings_dict
+    )
 
     # Build SSO config with database values or environment fallback
-    
+
     sso_config = SSOConfig(
         google_client_id=decrypted_sso_settings_dict.get("google_client_id", None),
-        google_client_secret=decrypted_sso_settings_dict.get("google_client_secret", None),
-        microsoft_client_id=decrypted_sso_settings_dict.get("microsoft_client_id", None),
-        microsoft_client_secret=decrypted_sso_settings_dict.get("microsoft_client_secret", None),
+        google_client_secret=decrypted_sso_settings_dict.get(
+            "google_client_secret", None
+        ),
+        microsoft_client_id=decrypted_sso_settings_dict.get(
+            "microsoft_client_id", None
+        ),
+        microsoft_client_secret=decrypted_sso_settings_dict.get(
+            "microsoft_client_secret", None
+        ),
         microsoft_tenant=decrypted_sso_settings_dict.get("microsoft_tenant", None),
         generic_client_id=decrypted_sso_settings_dict.get("generic_client_id", None),
-        generic_client_secret=decrypted_sso_settings_dict.get("generic_client_secret", None),
-        generic_authorization_endpoint=decrypted_sso_settings_dict.get("generic_authorization_endpoint", None),
-        generic_token_endpoint=decrypted_sso_settings_dict.get("generic_token_endpoint", None),
-        generic_userinfo_endpoint=decrypted_sso_settings_dict.get("generic_userinfo_endpoint", None),
+        generic_client_secret=decrypted_sso_settings_dict.get(
+            "generic_client_secret", None
+        ),
+        generic_authorization_endpoint=decrypted_sso_settings_dict.get(
+            "generic_authorization_endpoint", None
+        ),
+        generic_token_endpoint=decrypted_sso_settings_dict.get(
+            "generic_token_endpoint", None
+        ),
+        generic_userinfo_endpoint=decrypted_sso_settings_dict.get(
+            "generic_userinfo_endpoint", None
+        ),
         proxy_base_url=decrypted_sso_settings_dict.get("proxy_base_url", None),
         user_email=decrypted_sso_settings_dict.get("user_email"),
         ui_access_mode=decrypted_sso_settings_dict.get("ui_access_mode"),
@@ -506,10 +527,14 @@ async def update_sso_settings(sso_config: SSOConfig):
     """
     Update SSO configuration by saving to the dedicated SSO table.
     """
-    import os
     import json
+    import os
 
-    from litellm.proxy.proxy_server import prisma_client, store_model_in_db, proxy_config
+    from litellm.proxy.proxy_server import (
+        prisma_client,
+        proxy_config,
+        store_model_in_db,
+    )
 
     if prisma_client is None:
         raise HTTPException(
@@ -562,7 +587,9 @@ async def update_sso_settings(sso_config: SSOConfig):
                 # Clear environment variable if value is null/empty
                 os.environ.pop(env_var_name, None)
 
-    encrypted_sso_data = proxy_config._encrypt_env_variables(environment_variables=sso_data)
+    encrypted_sso_data = proxy_config._encrypt_env_variables(
+        environment_variables=sso_data
+    )
 
     # Save to dedicated SSO table
     await prisma_client.db.litellm_ssoconfig.upsert(
@@ -655,9 +682,10 @@ async def update_ui_theme_settings(theme_config: UIThemeConfig):
     Update UI theme configuration.
     Updates logo settings for the admin UI.
     """
-    from litellm.proxy.proxy_server import proxy_config, store_model_in_db
     import os
 
+    from litellm.proxy.proxy_server import proxy_config, store_model_in_db
+
     if store_model_in_db is not True:
         raise HTTPException(
             status_code=500,
@@ -668,28 +696,30 @@ async def update_ui_theme_settings(theme_config: UIThemeConfig):
 
     # Load existing config
     config = await proxy_config.get_config()
-    
+
     # Update config with UI theme settings
     if "general_settings" not in config:
         config["general_settings"] = {}
-    
+
     if "environment_variables" not in config:
         config["environment_variables"] = {}
 
     # Convert theme config to dict
     theme_data = theme_config.model_dump(exclude_none=True)
-    
+
     # Store UI theme config in litellm_settings (where it's retrieved from)
     if "litellm_settings" not in config:
         config["litellm_settings"] = {}
     config["litellm_settings"]["ui_theme_config"] = theme_data
-    
+
     # Update UI_LOGO_PATH environment variable if logo_url is provided
     # If logo_url is empty string, None, or null, remove the environment variable to use default
     logo_url = theme_data.get("logo_url")
     verbose_proxy_logger.debug(f"Updating logo_url: {logo_url}")
-    
-    if logo_url and isinstance(logo_url, str) and logo_url.strip():  # Check if logo_url exists and is not empty/whitespace
+
+    if (
+        logo_url and isinstance(logo_url, str) and logo_url.strip()
+    ):  # Check if logo_url exists and is not empty/whitespace
         config["environment_variables"]["UI_LOGO_PATH"] = logo_url
         os.environ["UI_LOGO_PATH"] = logo_url
         verbose_proxy_logger.debug(f"Set UI_LOGO_PATH to: {logo_url}")
@@ -704,12 +734,15 @@ async def update_ui_theme_settings(theme_config: UIThemeConfig):
 
     # Handle environment variable encryption if needed
     stored_config = config.copy()
-    if "environment_variables" in stored_config and len(stored_config["environment_variables"]) > 0:
+    if (
+        "environment_variables" in stored_config
+        and len(stored_config["environment_variables"]) > 0
+    ):
         # Only encrypt if there are environment variables to encrypt
         stored_config["environment_variables"] = proxy_config._encrypt_env_variables(
             environment_variables=stored_config["environment_variables"]
         )
-    
+
     # Save the updated config
     await proxy_config.save_config(new_config=stored_config)
 
@@ -720,6 +753,34 @@ async def update_ui_theme_settings(theme_config: UIThemeConfig):
     }
 
 
+@router.get(
+    "/in_product_nudges",
+    tags=["UI Settings"],
+    dependencies=[Depends(user_api_key_auth)],
+    response_model=InProductNudgeResponse,
+)
+async def get_in_product_nudges():
+    """
+    Get in-product nudges configuration.
+    """
+    from litellm.proxy.proxy_server import prisma_client
+
+    if prisma_client is None:
+        raise HTTPException(
+            status_code=500,
+            detail={"error": "Database not connected. Please connect a database."},
+        )
+
+    db_record = await prisma_client.db.litellm_dailytagspend.find_first(
+        where={"tag": "User-Agent: claude-cli"}
+    )
+
+    if db_record:
+        return InProductNudgeResponse(is_claude_code_enabled=True)
+
+    return InProductNudgeResponse(is_claude_code_enabled=False)
+
+
 @router.get(
     "/get/ui_settings",
     tags=["UI Settings"],
@@ -752,7 +813,9 @@ async def get_ui_settings():
             ui_settings = dict(ui_settings_json)
 
     # Sanitize any unexpected keys from persisted config before returning
-    ui_settings = {k: v for k, v in ui_settings.items() if k in ALLOWED_UI_SETTINGS_FIELDS}
+    ui_settings = {
+        k: v for k, v in ui_settings.items() if k in ALLOWED_UI_SETTINGS_FIELDS
+    }
 
     # Build config-like object for schema helper
     config: Dict[str, Any] = {"litellm_settings": {"ui_settings": ui_settings}}
@@ -823,6 +886,7 @@ async def update_ui_settings(
         "settings": ui_settings,
     }
 
+
 @router.post(
     "/upload/logo",
     tags=["UI Theme Settings"],
@@ -839,35 +903,35 @@ async def upload_logo(file: UploadFile = File(...)):
     # Validate file type
     allowed_extensions = {".png", ".jpg", ".jpeg", ".svg"}
     file_extension = Path(file.filename or "").suffix.lower()
-    
+
     if file_extension not in allowed_extensions:
         raise HTTPException(
             status_code=400,
-            detail=f"Invalid file type. Allowed types: {', '.join(allowed_extensions)}"
+            detail=f"Invalid file type. Allowed types: {', '.join(allowed_extensions)}",
         )
-    
+
     # Validate file size (max 5MB)
     file_content = await file.read()
     if len(file_content) > 5 * 1024 * 1024:  # 5MB
         raise HTTPException(
-            status_code=400,
-            detail="File size too large. Maximum size is 5MB."
+            status_code=400, detail="File size too large. Maximum size is 5MB."
         )
-    
+
     # Create uploads directory if it doesn't exist
     current_dir = os.path.dirname(os.path.abspath(__file__))
     upload_dir = os.path.join(current_dir, "..", "uploads")
     os.makedirs(upload_dir, exist_ok=True)
-    
+
     # Generate unique filename
     from litellm._uuid import uuid
+
     unique_filename = f"logo_{uuid.uuid4().hex}{file_extension}"
     file_path = os.path.join(upload_dir, unique_filename)
-    
+
     # Save the file
     with open(file_path, "wb") as buffer:
         buffer.write(file_content)
-    
+
     return {
         "message": "Logo uploaded successfully",
         "status": "success",
diff --git a/litellm/proxy/vector_store_endpoints/management_endpoints.py b/litellm/proxy/vector_store_endpoints/management_endpoints.py
index 661f94e5f04..bc61a60fe5a 100644
--- a/litellm/proxy/vector_store_endpoints/management_endpoints.py
+++ b/litellm/proxy/vector_store_endpoints/management_endpoints.py
@@ -245,6 +245,7 @@ async def list_vector_stores(
     """
     List all available vector stores with optional filtering and pagination.
     Combines both in-memory vector stores and those stored in the database.
+    Database is the source of truth - deleted stores are removed from memory, updated stores sync to memory.
 
     Parameters:
     - page: int - Page number for pagination (default: 1)
@@ -252,29 +253,65 @@ async def list_vector_stores(
     """
     from litellm.proxy.proxy_server import prisma_client
 
-    seen_vector_store_ids = set()
+    vector_store_map: Dict[str, LiteLLM_ManagedVectorStore] = {}
+    db_vector_store_ids: set = set()
 
     try:
-        # Get in-memory vector stores
-        in_memory_vector_stores: List[LiteLLM_ManagedVectorStore] = []
+        # Get vector stores from database first (source of truth)
+        vector_stores_from_db = await VectorStoreRegistry._get_vector_stores_from_db(
+            prisma_client=prisma_client
+        )
+        
+        # Build map from database vector stores
+        for vector_store in vector_stores_from_db:
+            vector_store_id = vector_store.get("vector_store_id", None)
+            if vector_store_id:
+                vector_store_map[vector_store_id] = vector_store
+                db_vector_store_ids.add(vector_store_id)
+        
+        # Process in-memory vector stores
         if litellm.vector_store_registry is not None:
             in_memory_vector_stores = copy.deepcopy(
                 litellm.vector_store_registry.vector_stores
             )
+            
+            vector_stores_to_delete_from_memory: List[str] = []
+            
+            for vector_store in in_memory_vector_stores:
+                vector_store_id = vector_store.get("vector_store_id", None)
+                if not vector_store_id:
+                    continue
+                
+                # If vector store is in memory but NOT in database, it was deleted
+                if vector_store_id not in db_vector_store_ids:
+                    verbose_proxy_logger.info(
+                        f"Vector store {vector_store_id} exists in memory but not in database - marking for deletion from cache"
+                    )
+                    vector_stores_to_delete_from_memory.append(vector_store_id)
+                # If not in our map yet, add it (only in-memory, not in DB)
+                elif vector_store_id not in vector_store_map:
+                    vector_store_map[vector_store_id] = vector_store
+            
+            # Synchronize in-memory registry with database
+            # 1. Remove deleted vector stores from memory
+            for vs_id in vector_stores_to_delete_from_memory:
+                litellm.vector_store_registry.delete_vector_store_from_registry(
+                    vector_store_id=vs_id
+                )
+                verbose_proxy_logger.debug(
+                    f"Removed deleted vector store {vs_id} from in-memory registry"
+                )
+            
+            # 2. Update in-memory registry with database versions (for updates)
+            for vector_store in vector_stores_from_db:
+                vector_store_id = vector_store.get("vector_store_id", None)
+                if vector_store_id:
+                    litellm.vector_store_registry.update_vector_store_in_registry(
+                        vector_store_id=vector_store_id,
+                        updated_data=vector_store
+                    )
 
-        # Get vector stores from database
-        vector_stores_from_db = await VectorStoreRegistry._get_vector_stores_from_db(
-            prisma_client=prisma_client
-        )
-
-        # Combine in-memory and database vector stores
-        combined_vector_stores: List[LiteLLM_ManagedVectorStore] = []
-        for vector_store in in_memory_vector_stores + vector_stores_from_db:
-            vector_store_id = vector_store.get("vector_store_id", None)
-            if vector_store_id not in seen_vector_store_ids:
-                combined_vector_stores.append(vector_store)
-                seen_vector_store_ids.add(vector_store_id)
-
+        combined_vector_stores = list(vector_store_map.values())
         total_count = len(combined_vector_stores)
         total_pages = (total_count + page_size - 1) // page_size
 
@@ -303,7 +340,7 @@ async def delete_vector_store(
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
     """
-    Delete a vector store.
+    Delete a vector store from both database and in-memory registry.
 
     Parameters:
     - vector_store_id: str - ID of the vector store to delete
@@ -314,31 +351,53 @@ async def delete_vector_store(
         raise HTTPException(status_code=500, detail="Database not connected")
 
     try:
-        # Check if vector store exists
+        # Check if vector store exists in database or in-memory registry
+        db_vector_store_exists = False
+        memory_vector_store_exists = False
+        
         existing_vector_store = (
             await prisma_client.db.litellm_managedvectorstorestable.find_unique(
                 where={"vector_store_id": data.vector_store_id}
             )
         )
-        if existing_vector_store is None:
+        if existing_vector_store is not None:
+            db_vector_store_exists = True
+        
+        # Check in-memory registry
+        if litellm.vector_store_registry is not None:
+            memory_vector_store = litellm.vector_store_registry.get_litellm_managed_vector_store_from_registry(
+                vector_store_id=data.vector_store_id
+            )
+            if memory_vector_store is not None:
+                memory_vector_store_exists = True
+        
+        # If not found in either location, raise 404
+        if not db_vector_store_exists and not memory_vector_store_exists:
             raise HTTPException(
                 status_code=404,
                 detail=f"Vector store with ID {data.vector_store_id} not found",
             )
 
-        # Delete vector store
-        await prisma_client.db.litellm_managedvectorstorestable.delete(
-            where={"vector_store_id": data.vector_store_id}
-        )
+        # Delete from database if exists
+        if db_vector_store_exists:
+            await prisma_client.db.litellm_managedvectorstorestable.delete(
+                where={"vector_store_id": data.vector_store_id}
+            )
 
-        # Delete vector store from registry
-        if litellm.vector_store_registry is not None:
+        # Delete from in-memory registry if exists
+        if memory_vector_store_exists and litellm.vector_store_registry is not None:
             litellm.vector_store_registry.delete_vector_store_from_registry(
                 vector_store_id=data.vector_store_id
             )
 
-        return {"message": f"Vector store {data.vector_store_id} deleted successfully"}
+        return {
+            "status": "success",
+            "message": f"Vector store {data.vector_store_id} deleted successfully"
+        }
+    except HTTPException:
+        raise
     except Exception as e:
+        verbose_proxy_logger.exception(f"Error deleting vector store: {str(e)}")
         raise HTTPException(status_code=500, detail=str(e))
 
 
@@ -415,8 +474,12 @@ async def update_vector_store(
     data: VectorStoreUpdateRequest,
     user_api_key_dict: UserAPIKeyAuth = Depends(user_api_key_auth),
 ):
-    """Update vector store details"""
+    """
+    Update vector store details in both database and in-memory registry.
+    The updated data is immediately synchronized to the in-memory registry.
+    """
     from litellm.proxy.proxy_server import prisma_client
+    from litellm.types.router import GenericLiteLLMParams
 
     if prisma_client is None:
         raise HTTPException(status_code=500, detail="Database not connected")
@@ -424,11 +487,36 @@ async def update_vector_store(
     try:
         update_data = data.model_dump(exclude_unset=True)
         vector_store_id = update_data.pop("vector_store_id")
+        
+        # Handle metadata serialization
         if update_data.get("vector_store_metadata") is not None:
             update_data["vector_store_metadata"] = safe_dumps(
                 update_data["vector_store_metadata"]
             )
+        
+        # Handle litellm_params if provided
+        if "litellm_params" in update_data:
+            _input_litellm_params: dict = update_data.get("litellm_params", {}) or {}
+            
+            # Auto-resolve embedding config if embedding model is provided but config is not
+            embedding_model = _input_litellm_params.get("litellm_embedding_model")
+            if embedding_model and not _input_litellm_params.get("litellm_embedding_config"):
+                resolved_config = await _resolve_embedding_config_from_db(
+                    embedding_model=embedding_model,
+                    prisma_client=prisma_client
+                )
+                if resolved_config:
+                    _input_litellm_params["litellm_embedding_config"] = resolved_config
+                    verbose_proxy_logger.info(
+                        f"Auto-resolved embedding config for model {embedding_model}"
+                    )
+            
+            litellm_params_dict = GenericLiteLLMParams(
+                **_input_litellm_params
+            ).model_dump(exclude_none=True)
+            update_data["litellm_params"] = safe_dumps(litellm_params_dict)
 
+        # Update in database
         updated = await prisma_client.db.litellm_managedvectorstorestable.update(
             where={"vector_store_id": vector_store_id},
             data=update_data,
@@ -436,13 +524,21 @@ async def update_vector_store(
 
         updated_vs = LiteLLM_ManagedVectorStore(**updated.model_dump())
 
+        # Immediately update in-memory registry to keep it in sync
         if litellm.vector_store_registry is not None:
             litellm.vector_store_registry.update_vector_store_in_registry(
                 vector_store_id=vector_store_id,
                 updated_data=updated_vs,
             )
+            verbose_proxy_logger.debug(
+                f"Updated vector store {vector_store_id} in both database and in-memory registry"
+            )
 
-        return {"vector_store": updated_vs}
+        return {
+            "status": "success",
+            "message": f"Vector store {vector_store_id} updated successfully",
+            "vector_store": updated_vs
+        }
     except Exception as e:
         verbose_proxy_logger.exception(f"Error updating vector store: {str(e)}")
         raise HTTPException(status_code=500, detail=str(e))
diff --git a/litellm/responses/litellm_completion_transformation/transformation.py b/litellm/responses/litellm_completion_transformation/transformation.py
index ad910c9cd97..eaa80c6cfe4 100644
--- a/litellm/responses/litellm_completion_transformation/transformation.py
+++ b/litellm/responses/litellm_completion_transformation/transformation.py
@@ -2,7 +2,8 @@
 Handles transforming from Responses API -> LiteLLM completion  (Chat Completion API)
 """
 
-from typing import Any, Dict, List, Literal, Optional, Tuple, Union, cast
+from collections.abc import Sequence
+from typing import Any, Dict, List, Literal, Optional, Set, Tuple, Union, cast
 
 from openai.types.responses import ResponseFunctionToolCall
 from openai.types.responses.tool_param import FunctionToolParam
@@ -378,6 +379,7 @@ class LiteLLMCompletionResponsesConfig:
         if isinstance(input, str):
             messages.append(ChatCompletionUserMessage(role="user", content=input))
         elif isinstance(input, list):
+            existing_tool_call_ids: Set[str] = set()
             for _input in input:
                 chat_completion_messages = LiteLLMCompletionResponsesConfig._transform_responses_api_input_item_to_chat_completion_message(
                     input_item=_input
@@ -390,12 +392,98 @@ class LiteLLMCompletionResponsesConfig:
                     input_item=_input
                 ):
                     tool_call_output_messages.extend(chat_completion_messages)
-                else:
-                    messages.extend(chat_completion_messages)
+                    continue
 
-        messages.extend(tool_call_output_messages)
+                if LiteLLMCompletionResponsesConfig._is_input_item_function_call(
+                    input_item=_input
+                ):
+                    call_id_raw = _input.get("call_id") or _input.get("id") or ""
+                    if call_id_raw:
+                        existing_tool_call_ids.add(str(call_id_raw))
+
+                messages.extend(chat_completion_messages)
+
+            deduped_tool_call_messages = (
+                LiteLLMCompletionResponsesConfig._deduplicate_tool_call_output_messages(
+                    tool_call_output_messages=tool_call_output_messages,
+                    existing_tool_call_ids=existing_tool_call_ids,
+                )
+            )
+            messages.extend(deduped_tool_call_messages)
         return messages
 
+    @staticmethod
+    def _deduplicate_tool_call_output_messages(
+        tool_call_output_messages: List[
+            Union[
+                AllMessageValues,
+                GenericChatCompletionMessage,
+                ChatCompletionMessageToolCall,
+                ChatCompletionResponseMessage,
+            ]
+        ],
+        existing_tool_call_ids: Set[str],
+    ) -> List[
+        Union[
+            AllMessageValues,
+            GenericChatCompletionMessage,
+            ChatCompletionMessageToolCall,
+            ChatCompletionResponseMessage,
+        ]
+    ]:
+        """Return tool call outputs after dropping assistant entries with duplicate call_ids."""
+        if not tool_call_output_messages:
+            return []
+
+        filtered_messages: List[
+            Union[
+                AllMessageValues,
+                GenericChatCompletionMessage,
+                ChatCompletionMessageToolCall,
+                ChatCompletionResponseMessage,
+            ]
+        ] = []
+        seen_tool_call_ids: Set[str] = set(existing_tool_call_ids)
+
+        for tool_call_message in tool_call_output_messages:
+            if isinstance(tool_call_message, dict):
+                role = tool_call_message.get("role", "")
+            else:
+                role = getattr(tool_call_message, "role", "")
+            call_id = ""
+
+            if role == "assistant":
+                tool_calls: Any = None
+                if isinstance(tool_call_message, dict):
+                    tool_calls = tool_call_message.get("tool_calls")
+                else:
+                    tool_calls = getattr(tool_call_message, "tool_calls", None)
+
+                if (
+                    isinstance(tool_calls, Sequence)
+                    and not isinstance(tool_calls, (str, bytes))
+                    and len(tool_calls) > 0
+                ):
+                    first_call = tool_calls[0]
+                    call_id_raw = None
+                    if isinstance(first_call, dict):
+                        call_id_raw = first_call.get("id")
+                    else:
+                        call_id_raw = getattr(first_call, "id", None)
+
+                    if call_id_raw:
+                        call_id = str(call_id_raw)
+
+            if call_id and call_id in seen_tool_call_ids and role == "assistant":
+                continue
+
+            if call_id and role == "assistant":
+                seen_tool_call_ids.add(call_id)
+
+            filtered_messages.append(tool_call_message)
+
+        return filtered_messages
+
     @staticmethod
     def _ensure_tool_call_output_has_corresponding_tool_call(
         messages: List[Union[AllMessageValues, GenericChatCompletionMessage]],
diff --git a/litellm/responses/mcp/mcp_streaming_iterator.py b/litellm/responses/mcp/mcp_streaming_iterator.py
index c00c2a2f3b2..ac040d3d6ec 100644
--- a/litellm/responses/mcp/mcp_streaming_iterator.py
+++ b/litellm/responses/mcp/mcp_streaming_iterator.py
@@ -655,7 +655,6 @@ class MCPEnhancedStreamingIterator(BaseResponsesAPIStreamingIterator):
                 follow_up_params.update(
                     {
                         "input": follow_up_input,
-                        "previous_response_id": self.collected_response.id,  # type: ignore[attr-defined]
                         "stream": True,
                     }
                 )
diff --git a/litellm/responses/streaming_iterator.py b/litellm/responses/streaming_iterator.py
index 0b838f916e2..5d17107320d 100644
--- a/litellm/responses/streaming_iterator.py
+++ b/litellm/responses/streaming_iterator.py
@@ -170,7 +170,6 @@ class BaseResponsesAPIStreamingIterator:
             return None
         except Exception as e:
             # Ensure failures trigger failure hooks
-            self._handle_failure(e)
             raise
 
     def _handle_logging_completed_response(self):
@@ -383,11 +382,20 @@ class ResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
 
     def _handle_logging_completed_response(self):
         """Handle logging for completed responses in async context"""
-        # Create a deep copy for logging to avoid modifying the response object that will be returned to the user
+        # Create a copy for logging to avoid modifying the response object that will be returned to the user
         # The logging handlers may transform usage from Responses API format (input_tokens/output_tokens)
         # to chat completion format (prompt_tokens/completion_tokens) for internal logging
-        import copy
-        logging_response = copy.deepcopy(self.completed_response)
+        # Use model_dump + model_validate instead of deepcopy to avoid pickle errors with
+        # Pydantic ValidatorIterator when response contains tool_choice with allowed_tools (fixes #17192)
+        logging_response = self.completed_response
+        if self.completed_response is not None and hasattr(self.completed_response, 'model_dump'):
+            try:
+                logging_response = type(self.completed_response).model_validate(
+                    self.completed_response.model_dump()
+                )
+            except Exception:
+                # Fallback to original if serialization fails
+                pass
 
         asyncio.create_task(
             self.logging_obj.async_success_handler(
@@ -469,11 +477,20 @@ class SyncResponsesAPIStreamingIterator(BaseResponsesAPIStreamingIterator):
 
     def _handle_logging_completed_response(self):
         """Handle logging for completed responses in sync context"""
-        # Create a deep copy for logging to avoid modifying the response object that will be returned to the user
+        # Create a copy for logging to avoid modifying the response object that will be returned to the user
         # The logging handlers may transform usage from Responses API format (input_tokens/output_tokens)
         # to chat completion format (prompt_tokens/completion_tokens) for internal logging
-        import copy
-        logging_response = copy.deepcopy(self.completed_response)
+        # Use model_dump + model_validate instead of deepcopy to avoid pickle errors with
+        # Pydantic ValidatorIterator when response contains tool_choice with allowed_tools (fixes #17192)
+        logging_response = self.completed_response
+        if self.completed_response is not None and hasattr(self.completed_response, 'model_dump'):
+            try:
+                logging_response = type(self.completed_response).model_validate(
+                    self.completed_response.model_dump()
+                )
+            except Exception:
+                # Fallback to original if serialization fails
+                pass
 
         run_async_function(
             async_function=self.logging_obj.async_success_handler,
diff --git a/litellm/types/proxy/management_endpoints/ui_sso.py b/litellm/types/proxy/management_endpoints/ui_sso.py
index 187d8c97c05..c9d998f6a92 100644
--- a/litellm/types/proxy/management_endpoints/ui_sso.py
+++ b/litellm/types/proxy/management_endpoints/ui_sso.py
@@ -1,11 +1,10 @@
 from typing import Dict, List, Literal, Optional, Union
 
-from pydantic import Field
+from pydantic import BaseModel, Field
 from typing_extensions import TypedDict
 
-from litellm.types.utils import LiteLLMPydanticObjectBase
-
 from litellm.proxy._types import LitellmUserRoles
+from litellm.types.utils import LiteLLMPydanticObjectBase
 
 
 class LiteLLM_UpperboundKeyGenerateParams(LiteLLMPydanticObjectBase):
@@ -28,6 +27,7 @@ class LiteLLM_UpperboundKeyGenerateParams(LiteLLMPydanticObjectBase):
     tpm_limit: Optional[int] = None
     rpm_limit: Optional[int] = None
 
+
 class MicrosoftGraphAPIUserGroupDirectoryObject(TypedDict, total=False):
     """Model for Microsoft Graph API directory object"""
 
@@ -65,7 +65,7 @@ class AccessControl_UI_AccessMode(LiteLLMPydanticObjectBase):
 class RoleMappings(LiteLLMPydanticObjectBase):
     """
     Configuration for mapping SSO groups to LiteLLM roles.
-    
+
     The system will look at the group_claim field in the SSO token to determine
     which role to assign the user based on the roles mapping.
     """
@@ -78,11 +78,11 @@ class RoleMappings(LiteLLMPydanticObjectBase):
     )
     default_role: Optional[LitellmUserRoles] = Field(
         default=None,
-        description="Default role to assign if user's groups don't match any role mappings. Must be a valid LitellmUserRoles value (e.g., 'proxy_admin', 'internal_user', 'proxy_admin_viewer')"
+        description="Default role to assign if user's groups don't match any role mappings. Must be a valid LitellmUserRoles value (e.g., 'proxy_admin', 'internal_user', 'proxy_admin_viewer')",
     )
     roles: Dict[LitellmUserRoles, List[str]] = Field(
         default_factory=dict,
-        description="Mapping of LiteLLM role names to arrays of SSO group names. Example: {'proxy_admin': ['group-1', 'group-2'], 'proxy_admin_viewer': ['group-3']}"
+        description="Mapping of LiteLLM role names to arrays of SSO group names. Example: {'proxy_admin': ['group-1', 'group-2'], 'proxy_admin_viewer': ['group-3']}",
     )
 
 
@@ -185,3 +185,10 @@ class DefaultTeamSSOParams(LiteLLMPydanticObjectBase):
         default=None,
         description="Default rpm limit for new automatically created teams",
     )
+
+
+class InProductNudgeResponse(BaseModel):
+    is_claude_code_enabled: bool = Field(
+        default=False,
+        description="Whether the Claude Code nudge should be shown.",
+    )
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 470d598a25f..43f7bde5da3 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -7857,6 +7857,24 @@
         "supports_tool_choice": true,
         "supports_vision": true
     },
+    "dall-e-2": {
+        "input_cost_per_image": 0.02,
+        "litellm_provider": "openai",
+        "mode": "image_generation",
+        "supported_endpoints": [
+            "/v1/images/generations",
+            "/v1/images/edits",
+            "/v1/images/variations"
+        ]
+    },
+    "dall-e-3": {
+        "input_cost_per_image": 0.04,
+        "litellm_provider": "openai",
+        "mode": "image_generation",
+        "supported_endpoints": [
+            "/v1/images/generations"
+        ]
+    },
     "deepseek-chat": {
         "cache_read_input_token_cost": 2.8e-08,
         "input_cost_per_token": 2.8e-07,
diff --git a/poetry.lock b/poetry.lock
index 3bafdb157ca..6a66d5fdf6a 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,4 +1,36 @@
-# This file is automatically @generated by Poetry 2.2.0 and should not be changed by hand.
+# This file is automatically @generated by Poetry 2.2.1 and should not be changed by hand.
+
+[[package]]
+name = "a2a-sdk"
+version = "0.3.22"
+description = "A2A Python SDK"
+optional = true
+python-versions = ">=3.10"
+groups = ["main"]
+markers = "python_version >= \"3.10\" and extra == \"extra-proxy\""
+files = [
+    {file = "a2a_sdk-0.3.22-py3-none-any.whl", hash = "sha256:b98701135bb90b0ff85d35f31533b6b7a299bf810658c1c65f3814a6c15ea385"},
+    {file = "a2a_sdk-0.3.22.tar.gz", hash = "sha256:77a5694bfc4f26679c11b70c7f1062522206d430b34bc1215cfbb1eba67b7e7d"},
+]
+
+[package.dependencies]
+google-api-core = ">=1.26.0"
+httpx = ">=0.28.1"
+httpx-sse = ">=0.4.0"
+protobuf = ">=5.29.5"
+pydantic = ">=2.11.3"
+
+[package.extras]
+all = ["cryptography (>=43.0.0)", "fastapi (>=0.115.2)", "grpcio (>=1.60)", "grpcio-reflection (>=1.7.0)", "grpcio-tools (>=1.60)", "opentelemetry-api (>=1.33.0)", "opentelemetry-sdk (>=1.33.0)", "pyjwt (>=2.0.0)", "sqlalchemy[aiomysql,asyncio] (>=2.0.0)", "sqlalchemy[aiosqlite,asyncio] (>=2.0.0)", "sqlalchemy[asyncio,postgresql-asyncpg] (>=2.0.0)", "sse-starlette", "starlette"]
+encryption = ["cryptography (>=43.0.0)"]
+grpc = ["grpcio (>=1.60)", "grpcio-reflection (>=1.7.0)", "grpcio-tools (>=1.60)"]
+http-server = ["fastapi (>=0.115.2)", "sse-starlette", "starlette"]
+mysql = ["sqlalchemy[aiomysql,asyncio] (>=2.0.0)"]
+postgresql = ["sqlalchemy[asyncio,postgresql-asyncpg] (>=2.0.0)"]
+signing = ["pyjwt (>=2.0.0)"]
+sql = ["sqlalchemy[aiomysql,asyncio] (>=2.0.0)", "sqlalchemy[aiosqlite,asyncio] (>=2.0.0)", "sqlalchemy[asyncio,postgresql-asyncpg] (>=2.0.0)"]
+sqlite = ["sqlalchemy[aiosqlite,asyncio] (>=2.0.0)"]
+telemetry = ["opentelemetry-api (>=1.33.0)", "opentelemetry-sdk (>=1.33.0)"]
 
 [[package]]
 name = "aiofiles"
@@ -1268,25 +1300,6 @@ dev = ["autoflake", "black", "build", "databricks-connect", "httpx", "ipython",
 notebook = ["ipython (>=8,<10)", "ipywidgets (>=8,<9)"]
 openai = ["httpx", "langchain-openai ; python_version > \"3.7\"", "openai"]
 
-[[package]]
-name = "deprecated"
-version = "1.3.1"
-description = "Python @deprecated decorator to deprecate old python classes, functions or methods."
-optional = false
-python-versions = "!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,>=2.7"
-groups = ["main", "dev", "proxy-dev"]
-files = [
-    {file = "deprecated-1.3.1-py2.py3-none-any.whl", hash = "sha256:597bfef186b6f60181535a29fbe44865ce137a5079f295b479886c82729d5f3f"},
-    {file = "deprecated-1.3.1.tar.gz", hash = "sha256:b1b50e0ff0c1fddaa5708a2c6b0a6588bb09b892825ab2b214ac9ea9d92a5223"},
-]
-markers = {main = "python_version >= \"3.10\""}
-
-[package.dependencies]
-wrapt = ">=1.10,<3"
-
-[package.extras]
-dev = ["PyTest", "PyTest-Cov", "bump2version (<1)", "setuptools ; python_version >= \"3.12\"", "tox"]
-
 [[package]]
 name = "diskcache"
 version = "5.6.3"
@@ -2521,7 +2534,7 @@ description = "Consume Server-Sent Event (SSE) messages with HTTPX."
 optional = true
 python-versions = ">=3.9"
 groups = ["main"]
-markers = "python_version >= \"3.10\" and extra == \"proxy\""
+markers = "python_version >= \"3.10\" and (extra == \"proxy\" or extra == \"extra-proxy\")"
 files = [
     {file = "httpx_sse-0.4.3-py3-none-any.whl", hash = "sha256:0ac1c9fe3c0afad2e0ebb25a934a59f4c7823b60792691f779fad2c5568830fc"},
     {file = "httpx_sse-0.4.3.tar.gz", hash = "sha256:9b1ed0127459a66014aec3c56bebd93da3c1bc8bb6618c8082039a44889a755d"},
@@ -3081,15 +3094,15 @@ files = [
 
 [[package]]
 name = "litellm-proxy-extras"
-version = "0.4.21"
+version = "0.4.23"
 description = "Additional files for the LiteLLM Proxy. Reduces the size of the main litellm package."
 optional = true
 python-versions = "!=2.7.*,!=3.0.*,!=3.1.*,!=3.2.*,!=3.3.*,!=3.4.*,!=3.5.*,!=3.6.*,!=3.7.*,>=3.8"
 groups = ["main"]
 markers = "extra == \"proxy\""
 files = [
-    {file = "litellm_proxy_extras-0.4.21-py3-none-any.whl", hash = "sha256:83a1734e9773610945230606012e602bbcbfba1c60fde836d51102c1a296f166"},
-    {file = "litellm_proxy_extras-0.4.21.tar.gz", hash = "sha256:fa0e012984aa8e5114f88f4bad53d6abb589e5ca3eab445f74f8ddeceb62d848"},
+    {file = "litellm_proxy_extras-0.4.23-py3-none-any.whl", hash = "sha256:dfda21203dde9fd97cf364396a9b5be0cfdf00fa9846439ee33ce11b7a52f9ce"},
+    {file = "litellm_proxy_extras-0.4.23.tar.gz", hash = "sha256:8e3f95576dc2a296e7f73d8c87e73628bd899b4644c45863960fe3c3762d8f64"},
 ]
 
 [[package]]
@@ -4036,143 +4049,153 @@ voice-helpers = ["numpy (>=2.0.2)", "sounddevice (>=0.5.1)"]
 
 [[package]]
 name = "opentelemetry-api"
-version = "1.25.0"
+version = "1.39.1"
 description = "OpenTelemetry Python API"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_api-1.25.0-py3-none-any.whl", hash = "sha256:757fa1aa020a0f8fa139f8959e53dec2051cc26b832e76fa839a6d76ecefd737"},
-    {file = "opentelemetry_api-1.25.0.tar.gz", hash = "sha256:77c4985f62f2614e42ce77ee4c9da5fa5f0bc1e1821085e9a47533a9323ae869"},
+    {file = "opentelemetry_api-1.39.1-py3-none-any.whl", hash = "sha256:2edd8463432a7f8443edce90972169b195e7d6a05500cd29e6d13898187c9950"},
+    {file = "opentelemetry_api-1.39.1.tar.gz", hash = "sha256:fbde8c80e1b937a2c61f20347e91c0c18a1940cecf012d62e65a7caf08967c9c"},
 ]
 markers = {main = "python_version >= \"3.10\""}
 
 [package.dependencies]
-deprecated = ">=1.2.6"
-importlib-metadata = ">=6.0,<=7.1"
+importlib-metadata = ">=6.0,<8.8.0"
+typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-exporter-otlp"
-version = "1.25.0"
+version = "1.39.1"
 description = "OpenTelemetry Collector Exporters"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_exporter_otlp-1.25.0-py3-none-any.whl", hash = "sha256:d67a831757014a3bc3174e4cd629ae1493b7ba8d189e8a007003cacb9f1a6b60"},
-    {file = "opentelemetry_exporter_otlp-1.25.0.tar.gz", hash = "sha256:ce03199c1680a845f82e12c0a6a8f61036048c07ec7a0bd943142aca8fa6ced0"},
+    {file = "opentelemetry_exporter_otlp-1.39.1-py3-none-any.whl", hash = "sha256:68ae69775291f04f000eb4b698ff16ff685fdebe5cb52871bc4e87938a7b00fe"},
+    {file = "opentelemetry_exporter_otlp-1.39.1.tar.gz", hash = "sha256:7cf7470e9fd0060c8a38a23e4f695ac686c06a48ad97f8d4867bc9b420180b9c"},
 ]
 
 [package.dependencies]
-opentelemetry-exporter-otlp-proto-grpc = "1.25.0"
-opentelemetry-exporter-otlp-proto-http = "1.25.0"
+opentelemetry-exporter-otlp-proto-grpc = "1.39.1"
+opentelemetry-exporter-otlp-proto-http = "1.39.1"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-common"
-version = "1.25.0"
+version = "1.39.1"
 description = "OpenTelemetry Protobuf encoding"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0-py3-none-any.whl", hash = "sha256:15637b7d580c2675f70246563363775b4e6de947871e01d0f4e3881d1848d693"},
-    {file = "opentelemetry_exporter_otlp_proto_common-1.25.0.tar.gz", hash = "sha256:c93f4e30da4eee02bacd1e004eb82ce4da143a2f8e15b987a9f603e0a85407d3"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.39.1-py3-none-any.whl", hash = "sha256:08f8a5862d64cc3435105686d0216c1365dc5701f86844a8cd56597d0c764fde"},
+    {file = "opentelemetry_exporter_otlp_proto_common-1.39.1.tar.gz", hash = "sha256:763370d4737a59741c89a67b50f9e39271639ee4afc999dadfe768541c027464"},
 ]
 
 [package.dependencies]
-opentelemetry-proto = "1.25.0"
+opentelemetry-proto = "1.39.1"
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-grpc"
-version = "1.25.0"
+version = "1.39.1"
 description = "OpenTelemetry Collector Protobuf over gRPC Exporter"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0-py3-none-any.whl", hash = "sha256:3131028f0c0a155a64c430ca600fd658e8e37043cb13209f0109db5c1a3e4eb4"},
-    {file = "opentelemetry_exporter_otlp_proto_grpc-1.25.0.tar.gz", hash = "sha256:c0b1661415acec5af87625587efa1ccab68b873745ca0ee96b69bb1042087eac"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.39.1-py3-none-any.whl", hash = "sha256:fa1c136a05c7e9b4c09f739469cbdb927ea20b34088ab1d959a849b5cc589c18"},
+    {file = "opentelemetry_exporter_otlp_proto_grpc-1.39.1.tar.gz", hash = "sha256:772eb1c9287485d625e4dbe9c879898e5253fea111d9181140f51291b5fec3ad"},
 ]
 
 [package.dependencies]
-deprecated = ">=1.2.6"
-googleapis-common-protos = ">=1.52,<2.0"
-grpcio = ">=1.0.0,<2.0.0"
+googleapis-common-protos = ">=1.57,<2.0"
+grpcio = [
+    {version = ">=1.63.2,<2.0.0", markers = "python_version < \"3.13\""},
+    {version = ">=1.66.2,<2.0.0", markers = "python_version >= \"3.13\""},
+]
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.25.0"
-opentelemetry-proto = "1.25.0"
-opentelemetry-sdk = ">=1.25.0,<1.26.0"
+opentelemetry-exporter-otlp-proto-common = "1.39.1"
+opentelemetry-proto = "1.39.1"
+opentelemetry-sdk = ">=1.39.1,<1.40.0"
+typing-extensions = ">=4.6.0"
+
+[package.extras]
+gcp-auth = ["opentelemetry-exporter-credential-provider-gcp (>=0.59b0)"]
 
 [[package]]
 name = "opentelemetry-exporter-otlp-proto-http"
-version = "1.25.0"
+version = "1.39.1"
 description = "OpenTelemetry Collector Protobuf over HTTP Exporter"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0-py3-none-any.whl", hash = "sha256:2eca686ee11b27acd28198b3ea5e5863a53d1266b91cda47c839d95d5e0541a6"},
-    {file = "opentelemetry_exporter_otlp_proto_http-1.25.0.tar.gz", hash = "sha256:9f8723859e37c75183ea7afa73a3542f01d0fd274a5b97487ea24cb683d7d684"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.39.1-py3-none-any.whl", hash = "sha256:d9f5207183dd752a412c4cd564ca8875ececba13be6e9c6c370ffb752fd59985"},
+    {file = "opentelemetry_exporter_otlp_proto_http-1.39.1.tar.gz", hash = "sha256:31bdab9745c709ce90a49a0624c2bd445d31a28ba34275951a6a362d16a0b9cb"},
 ]
 
 [package.dependencies]
-deprecated = ">=1.2.6"
 googleapis-common-protos = ">=1.52,<2.0"
 opentelemetry-api = ">=1.15,<2.0"
-opentelemetry-exporter-otlp-proto-common = "1.25.0"
-opentelemetry-proto = "1.25.0"
-opentelemetry-sdk = ">=1.25.0,<1.26.0"
+opentelemetry-exporter-otlp-proto-common = "1.39.1"
+opentelemetry-proto = "1.39.1"
+opentelemetry-sdk = ">=1.39.1,<1.40.0"
 requests = ">=2.7,<3.0"
+typing-extensions = ">=4.5.0"
+
+[package.extras]
+gcp-auth = ["opentelemetry-exporter-credential-provider-gcp (>=0.59b0)"]
 
 [[package]]
 name = "opentelemetry-proto"
-version = "1.25.0"
+version = "1.39.1"
 description = "OpenTelemetry Python Proto"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_proto-1.25.0-py3-none-any.whl", hash = "sha256:f07e3341c78d835d9b86665903b199893befa5e98866f63d22b00d0b7ca4972f"},
-    {file = "opentelemetry_proto-1.25.0.tar.gz", hash = "sha256:35b6ef9dc4a9f7853ecc5006738ad40443701e52c26099e197895cbda8b815a3"},
+    {file = "opentelemetry_proto-1.39.1-py3-none-any.whl", hash = "sha256:22cdc78efd3b3765d09e68bfbd010d4fc254c9818afd0b6b423387d9dee46007"},
+    {file = "opentelemetry_proto-1.39.1.tar.gz", hash = "sha256:6c8e05144fc0d3ed4d22c2289c6b126e03bcd0e6a7da0f16cedd2e1c2772e2c8"},
 ]
 markers = {main = "python_version >= \"3.10\" and extra == \"mlflow\""}
 
 [package.dependencies]
-protobuf = ">=3.19,<5.0"
+protobuf = ">=5.0,<7.0"
 
 [[package]]
 name = "opentelemetry-sdk"
-version = "1.25.0"
+version = "1.39.1"
 description = "OpenTelemetry Python SDK"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_sdk-1.25.0-py3-none-any.whl", hash = "sha256:d97ff7ec4b351692e9d5a15af570c693b8715ad78b8aafbec5c7100fe966b4c9"},
-    {file = "opentelemetry_sdk-1.25.0.tar.gz", hash = "sha256:ce7fc319c57707ef5bf8b74fb9f8ebdb8bfafbe11898410e0d2a761d08a98ec7"},
+    {file = "opentelemetry_sdk-1.39.1-py3-none-any.whl", hash = "sha256:4d5482c478513ecb0a5d938dcc61394e647066e0cc2676bee9f3af3f3f45f01c"},
+    {file = "opentelemetry_sdk-1.39.1.tar.gz", hash = "sha256:cf4d4563caf7bff906c9f7967e2be22d0d6b349b908be0d90fb21c8e9c995cc6"},
 ]
 markers = {main = "python_version >= \"3.10\""}
 
 [package.dependencies]
-opentelemetry-api = "1.25.0"
-opentelemetry-semantic-conventions = "0.46b0"
-typing-extensions = ">=3.7.4"
+opentelemetry-api = "1.39.1"
+opentelemetry-semantic-conventions = "0.60b1"
+typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "opentelemetry-semantic-conventions"
-version = "0.46b0"
+version = "0.60b1"
 description = "OpenTelemetry Semantic Conventions"
 optional = false
-python-versions = ">=3.8"
+python-versions = ">=3.9"
 groups = ["main", "dev", "proxy-dev"]
 files = [
-    {file = "opentelemetry_semantic_conventions-0.46b0-py3-none-any.whl", hash = "sha256:6daef4ef9fa51d51855d9f8e0ccd3a1bd59e0e545abe99ac6203804e36ab3e07"},
-    {file = "opentelemetry_semantic_conventions-0.46b0.tar.gz", hash = "sha256:fbc982ecbb6a6e90869b15c1673be90bd18c8a56ff1cffc0864e38e2edffaefa"},
+    {file = "opentelemetry_semantic_conventions-0.60b1-py3-none-any.whl", hash = "sha256:9fa8c8b0c110da289809292b0591220d3a7b53c1526a23021e977d68597893fb"},
+    {file = "opentelemetry_semantic_conventions-0.60b1.tar.gz", hash = "sha256:87c228b5a0669b748c76d76df6c364c369c28f1c465e50f661e39737e84bc953"},
 ]
 markers = {main = "python_version >= \"3.10\""}
 
 [package.dependencies]
-opentelemetry-api = "1.25.0"
+opentelemetry-api = "1.39.1"
+typing-extensions = ">=4.5.0"
 
 [[package]]
 name = "orjson"
@@ -4828,23 +4851,23 @@ testing = ["google-api-core (>=1.31.5)"]
 
 [[package]]
 name = "protobuf"
-version = "4.25.8"
+version = "5.29.5"
 description = ""
 optional = false
 python-versions = ">=3.8"
 groups = ["main", "dev", "proxy-dev"]
 files = [
-    {file = "protobuf-4.25.8-cp310-abi3-win32.whl", hash = "sha256:504435d831565f7cfac9f0714440028907f1975e4bed228e58e72ecfff58a1e0"},
-    {file = "protobuf-4.25.8-cp310-abi3-win_amd64.whl", hash = "sha256:bd551eb1fe1d7e92c1af1d75bdfa572eff1ab0e5bf1736716814cdccdb2360f9"},
-    {file = "protobuf-4.25.8-cp37-abi3-macosx_10_9_universal2.whl", hash = "sha256:ca809b42f4444f144f2115c4c1a747b9a404d590f18f37e9402422033e464e0f"},
-    {file = "protobuf-4.25.8-cp37-abi3-manylinux2014_aarch64.whl", hash = "sha256:9ad7ef62d92baf5a8654fbb88dac7fa5594cfa70fd3440488a5ca3bfc6d795a7"},
-    {file = "protobuf-4.25.8-cp37-abi3-manylinux2014_x86_64.whl", hash = "sha256:83e6e54e93d2b696a92cad6e6efc924f3850f82b52e1563778dfab8b355101b0"},
-    {file = "protobuf-4.25.8-cp38-cp38-win32.whl", hash = "sha256:27d498ffd1f21fb81d987a041c32d07857d1d107909f5134ba3350e1ce80a4af"},
-    {file = "protobuf-4.25.8-cp38-cp38-win_amd64.whl", hash = "sha256:d552c53d0415449c8d17ced5c341caba0d89dbf433698e1436c8fa0aae7808a3"},
-    {file = "protobuf-4.25.8-cp39-cp39-win32.whl", hash = "sha256:077ff8badf2acf8bc474406706ad890466274191a48d0abd3bd6987107c9cde5"},
-    {file = "protobuf-4.25.8-cp39-cp39-win_amd64.whl", hash = "sha256:f4510b93a3bec6eba8fd8f1093e9d7fb0d4a24d1a81377c10c0e5bbfe9e4ed24"},
-    {file = "protobuf-4.25.8-py3-none-any.whl", hash = "sha256:15a0af558aa3b13efef102ae6e4f3efac06f1eea11afb3a57db2901447d9fb59"},
-    {file = "protobuf-4.25.8.tar.gz", hash = "sha256:6135cf8affe1fc6f76cced2641e4ea8d3e59518d1f24ae41ba97bcad82d397cd"},
+    {file = "protobuf-5.29.5-cp310-abi3-win32.whl", hash = "sha256:3f1c6468a2cfd102ff4703976138844f78ebd1fb45f49011afc5139e9e283079"},
+    {file = "protobuf-5.29.5-cp310-abi3-win_amd64.whl", hash = "sha256:3f76e3a3675b4a4d867b52e4a5f5b78a2ef9565549d4037e06cf7b0942b1d3fc"},
+    {file = "protobuf-5.29.5-cp38-abi3-macosx_10_9_universal2.whl", hash = "sha256:e38c5add5a311f2a6eb0340716ef9b039c1dfa428b28f25a7838ac329204a671"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_aarch64.whl", hash = "sha256:fa18533a299d7ab6c55a238bf8629311439995f2e7eca5caaff08663606e9015"},
+    {file = "protobuf-5.29.5-cp38-abi3-manylinux2014_x86_64.whl", hash = "sha256:63848923da3325e1bf7e9003d680ce6e14b07e55d0473253a690c3a8b8fd6e61"},
+    {file = "protobuf-5.29.5-cp38-cp38-win32.whl", hash = "sha256:ef91363ad4faba7b25d844ef1ada59ff1604184c0bcd8b39b8a6bef15e1af238"},
+    {file = "protobuf-5.29.5-cp38-cp38-win_amd64.whl", hash = "sha256:7318608d56b6402d2ea7704ff1e1e4597bee46d760e7e4dd42a3d45e24b87f2e"},
+    {file = "protobuf-5.29.5-cp39-cp39-win32.whl", hash = "sha256:6f642dc9a61782fa72b90878af134c5afe1917c89a568cd3476d758d3c3a0736"},
+    {file = "protobuf-5.29.5-cp39-cp39-win_amd64.whl", hash = "sha256:470f3af547ef17847a28e1f47200a1cbf0ba3ff57b7de50d22776607cd2ea353"},
+    {file = "protobuf-5.29.5-py3-none-any.whl", hash = "sha256:6cf42630262c59b2d8de33954443d94b746c952b01434fc58a417fdbd2e84bd5"},
+    {file = "protobuf-5.29.5.tar.gz", hash = "sha256:bc1463bafd4b0929216c35f437a8e28731a2b7fe3d98bb77a600efced5a15c84"},
 ]
 markers = {main = "python_version >= \"3.10\" and (extra == \"mlflow\" or extra == \"extra-proxy\") or extra == \"extra-proxy\""}
 
@@ -7687,7 +7710,7 @@ version = "1.17.3"
 description = "Module for decorators, wrappers and monkey patching."
 optional = false
 python-versions = ">=3.8"
-groups = ["main", "dev", "proxy-dev"]
+groups = ["dev"]
 files = [
     {file = "wrapt-1.17.3-cp310-cp310-macosx_10_9_universal2.whl", hash = "sha256:88bbae4d40d5a46142e70d58bf664a89b6b4befaea7b2ecc14e03cedb8e06c04"},
     {file = "wrapt-1.17.3-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:e6b13af258d6a9ad602d57d889f83b9d5543acd471eee12eb51f5b01f8eb1bc2"},
@@ -7771,7 +7794,6 @@ files = [
     {file = "wrapt-1.17.3-py3-none-any.whl", hash = "sha256:7171ae35d2c33d326ac19dd8facb1e82e5fd04ef8c6c0e394d7af55a55051c22"},
     {file = "wrapt-1.17.3.tar.gz", hash = "sha256:f66eb08feaa410fe4eebd17f2a2c8e2e46d3476e9f8c783daa8e09e0faa666d0"},
 ]
-markers = {main = "python_version >= \"3.10\""}
 
 [[package]]
 name = "wsproto"
@@ -7972,7 +7994,7 @@ type = ["pytest-mypy"]
 
 [extras]
 caching = ["diskcache"]
-extra-proxy = ["azure-identity", "azure-keyvault-secrets", "google-cloud-iam", "google-cloud-kms", "prisma", "redisvl", "resend"]
+extra-proxy = ["a2a-sdk", "azure-identity", "azure-keyvault-secrets", "google-cloud-iam", "google-cloud-kms", "prisma", "redisvl", "resend"]
 mlflow = ["mlflow"]
 proxy = ["PyJWT", "apscheduler", "azure-identity", "azure-storage-blob", "backoff", "boto3", "cryptography", "fastapi", "fastapi-sso", "gunicorn", "litellm-enterprise", "litellm-proxy-extras", "mcp", "orjson", "polars", "pynacl", "python-multipart", "pyyaml", "rich", "rq", "soundfile", "uvicorn", "uvloop", "websockets"]
 semantic-router = ["semantic-router"]
@@ -7981,4 +8003,4 @@ utils = ["numpydoc"]
 [metadata]
 lock-version = "2.1"
 python-versions = ">=3.9,<4.0"
-content-hash = "ea62b77c662ab9fc486e421c576f0868bcde16d62a24703ee1f4916a0465ffb2"
+content-hash = "2d6b3d8d44919c29315b5e645befbf745a276714a2454c563d460a6a001b90af"
diff --git a/pyproject.toml b/pyproject.toml
index 53f8cbb22f2..4b22b2fffed 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "litellm"
-version = "1.80.17"
+version = "1.81.0"
 description = "Library to easily interface with LLM API providers"
 authors = ["BerriAI"]
 license = "MIT"
@@ -59,6 +59,7 @@ websockets = {version = "^15.0.1", optional = true}
 boto3 = {version = "1.36.0", optional = true}
 redisvl = {version = "^0.4.1", optional = true, markers = "python_version >= '3.9' and python_version < '3.14'"}
 mcp = {version = "^1.21.2", optional = true, python = ">=3.10"}
+a2a-sdk = {version = "^0.3.22", optional = true, python = ">=3.10"}
 litellm-proxy-extras = {version = "0.4.23", optional = true}
 rich = {version = "13.7.1", optional = true}
 litellm-enterprise = {version = "0.1.27", optional = true}
@@ -111,7 +112,8 @@ extra_proxy = [
     "google-cloud-kms",
     "google-cloud-iam",
     "resend",
-    "redisvl"
+    "redisvl",
+    "a2a-sdk"
 ]
 
 utils = [
@@ -147,9 +149,9 @@ types-requests = "*"
 types-setuptools = "*"
 types-redis = "*"
 types-PyYAML = "*"
-opentelemetry-api = "1.25.0"
-opentelemetry-sdk = "1.25.0"
-opentelemetry-exporter-otlp = "1.25.0"
+opentelemetry-api = "^1.28.0"
+opentelemetry-sdk = "^1.28.0"
+opentelemetry-exporter-otlp = "^1.28.0"
 langfuse = "^2.45.0"
 fastapi-offline = "^1.7.3"
 
@@ -157,9 +159,9 @@ fastapi-offline = "^1.7.3"
 prisma = "0.11.0"
 hypercorn = "^0.15.0"
 prometheus-client = "0.20.0"
-opentelemetry-api = "1.25.0"
-opentelemetry-sdk = "1.25.0"
-opentelemetry-exporter-otlp = "1.25.0"
+opentelemetry-api = "^1.28.0"
+opentelemetry-sdk = "^1.28.0"
+opentelemetry-exporter-otlp = "^1.28.0"
 azure-identity = {version = "^1.15.0", python = ">=3.9"}
 
 [build-system]
@@ -167,7 +169,7 @@ requires = ["poetry-core", "wheel"]
 build-backend = "poetry.core.masonry.api"
 
 [tool.commitizen]
-version = "1.80.17"
+version = "1.81.0"
 version_files = [
     "pyproject.toml:^version"
 ]
diff --git a/requirements.txt b/requirements.txt
index a49a94ca274..68b85c3935d 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -16,12 +16,12 @@ prisma==0.11.0 # for db
 nodejs-wheel-binaries==24.12.0 ## required by prisma for migrations, prevents runtime download (updated from nodejs-bin for security fixes)
 mangum==0.17.0 # for aws lambda functions
 pynacl==1.6.2 # for encrypting keys
-google-cloud-aiplatform==1.47.0 # for vertex ai calls
+google-cloud-aiplatform==1.133.0 # for vertex ai calls
 google-cloud-iam==2.19.1 # for GCP IAM Redis authentication
-google-genai==1.22.0
+google-genai==1.37.0
 anthropic[vertex]==0.54.0
 mcp==1.25.0 ; python_version >= "3.10"    # for MCP server
-google-generativeai==0.5.0 # for vertex ai calls
+# google-generativeai removed - deprecated, replaced by google-genai (line 21)
 async_generator==1.10.0 # for async ollama calls
 langfuse==2.59.7 # for langfuse self-hosted logging
 prometheus_client==0.20.0 # for /metrics endpoint on proxy
@@ -38,9 +38,10 @@ azure-ai-contentsafety==1.0.0 # for azure content safety
 azure-identity==1.16.1 ; python_version >= "3.9" # for azure content safety
 azure-keyvault==4.2.0 # for azure KMS integration
 azure-storage-file-datalake==12.20.0 # for azure buck storage logging
-opentelemetry-api==1.25.0
-opentelemetry-sdk==1.25.0
-opentelemetry-exporter-otlp==1.25.0
+opentelemetry-api==1.28.0
+opentelemetry-sdk==1.28.0
+opentelemetry-exporter-otlp==1.28.0
+a2a-sdk>=0.3.22 ; python_version >= "3.10"
 # grpcio: 1.68.0-1.68.1 has reconnect bug (#38290), 1.75+ has Python 3.14 wheels + fix
 grpcio>=1.62.3,!=1.68.*,!=1.69.*,!=1.70.*,!=1.71.0,!=1.71.1,!=1.72.0,!=1.72.1,!=1.73.0; python_version < "3.14"
 grpcio>=1.75.0; python_version >= "3.14"
diff --git a/tests/code_coverage_tests/liccheck.ini b/tests/code_coverage_tests/liccheck.ini
index feb182921db..ea87b56ff30 100644
--- a/tests/code_coverage_tests/liccheck.ini
+++ b/tests/code_coverage_tests/liccheck.ini
@@ -89,6 +89,7 @@ tokenizers: >=0.20.2 # Apache 2.0 License
 jinja2: >=3.1.4 # BSD 3-Clause License
 litellm-proxy-extras: >=0.1.1 # MIT License
 litellm-enterprise: >=0.1.1 # LiteLLM Enterprise License
+a2a-sdk: >=0.3.22 # Apache 2.0 license
 anyio: >=4.5.0 # Unknown license
 httpx-aiohttp: >=0.1.4 # Unknown license
 backoff: >=2.2.1 # Unknown license
diff --git a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
index 1103eaf92be..a0abe9d3a12 100644
--- a/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
+++ b/tests/llm_responses_api_testing/test_base_responses_api_streaming_iterator.py
@@ -231,6 +231,106 @@ class TestBaseResponsesAPIStreamingIterator:
         mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
         mock_logging_obj.model_call_details = {"litellm_params": {}}
         mock_config = Mock(spec=BaseResponsesAPIConfig)
+
+        # Create the iterator instance
+        iterator = BaseResponsesAPIStreamingIterator(
+            response=mock_response,
+            model="gpt-4",
+            responses_api_provider_config=mock_config,
+            logging_obj=mock_logging_obj
+        )
+
+        # Test with empty chunk
+        result = iterator._process_chunk("")
+        assert result is None
+
+        # Test with None chunk
+        result = iterator._process_chunk(None)
+        assert result is None
+
+    def test_handle_logging_completed_response_with_unpickleable_objects(self):
+        """
+        Test that _handle_logging_completed_response handles responses containing
+        objects that cannot be pickled (like Pydantic ValidatorIterator).
+
+        This test verifies the fix for issue #17192 where streaming with tool_choice
+        containing allowed_tools would fail with:
+        "cannot pickle 'pydantic_core._pydantic_core.ValidatorIterator' object"
+
+        The fix uses model_dump + model_validate instead of copy.deepcopy.
+        """
+        import asyncio
+        from litellm.responses.streaming_iterator import ResponsesAPIStreamingIterator
+
+        # Mock dependencies
+        mock_response = Mock()
+        mock_response.headers = {}
+        mock_response.aiter_lines = Mock()
+        mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
+        mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_logging_obj.async_success_handler = Mock()
+        mock_logging_obj.success_handler = Mock()
+        mock_config = Mock(spec=BaseResponsesAPIConfig)
+
+        # Create the iterator instance
+        iterator = ResponsesAPIStreamingIterator(
+            response=mock_response,
+            model="gpt-4",
+            responses_api_provider_config=mock_config,
+            logging_obj=mock_logging_obj,
+            litellm_metadata={"model_info": {"id": "model_123"}},
+            custom_llm_provider="openai"
+        )
+
+        # Create a ResponseCompletedEvent with tool_choice that has model_dump
+        mock_completed_response = Mock()
+        mock_completed_response.model_dump.return_value = {
+            "type": "response.completed",
+            "response": {
+                "id": "resp_123",
+                "output": [{"type": "function_call", "name": "search_web"}],
+                "tool_choice": {"type": "function", "name": "search_web"}
+            }
+        }
+        # model_validate should return a new mock (the copy)
+        type(mock_completed_response).model_validate = Mock(return_value=Mock())
+
+        iterator.completed_response = mock_completed_response
+
+        # This should NOT raise an exception
+        # Previously it would fail with: TypeError: cannot pickle 'ValidatorIterator'
+        # Mock asyncio.create_task and executor.submit since we're not in async context
+        with patch('asyncio.create_task') as mock_create_task, \
+             patch('litellm.responses.streaming_iterator.executor') as mock_executor:
+            try:
+                iterator._handle_logging_completed_response()
+            except TypeError as e:
+                if "pickle" in str(e):
+                    pytest.fail(f"_handle_logging_completed_response failed with pickle error: {e}")
+                raise
+
+        # Verify model_dump was called (our fix uses this instead of deepcopy)
+        mock_completed_response.model_dump.assert_called_once()
+    def test_process_chunk_exception_does_not_call_handle_failure(self):
+        """
+        Test that _process_chunk raises exceptions without calling _handle_failure.
+        
+        This ensures _handle_failure is only called once in the outer exception handler
+        (in __next__ or __anext__), preventing duplicate failure logging.
+        
+        Previously, _handle_failure was called both in _process_chunk and in the outer
+        exception handler, causing duplicate logs. This test verifies the fix.
+        """
+        # Mock dependencies
+        mock_response = Mock()
+        mock_response.headers = {}
+        mock_logging_obj = Mock(spec=LiteLLMLoggingObj)
+        mock_logging_obj.model_call_details = {"litellm_params": {}}
+        mock_config = Mock(spec=BaseResponsesAPIConfig)
+        
+        # Set up the mock transform method to raise an exception
+        test_exception = ValueError("Test exception in transform")
+        mock_config.transform_streaming_response.side_effect = test_exception
         
         # Create the iterator instance
         iterator = BaseResponsesAPIStreamingIterator(
@@ -240,10 +340,21 @@ class TestBaseResponsesAPIStreamingIterator:
             logging_obj=mock_logging_obj
         )
         
-        # Test with empty chunk
-        result = iterator._process_chunk("")
-        assert result is None
-        
-        # Test with None chunk
-        result = iterator._process_chunk(None)
-        assert result is None
\ No newline at end of file
+        # Mock _handle_failure to track if it's called
+        with patch.object(iterator, '_handle_failure') as mock_handle_failure:
+            # Prepare valid JSON chunk that will trigger transform_streaming_response
+            test_chunk_data = {
+                "type": "response.output_text.delta",
+                "delta": "Hello"
+            }
+            
+            # _process_chunk should raise the exception without calling _handle_failure
+            with pytest.raises(ValueError) as exc_info:
+                iterator._process_chunk(json.dumps(test_chunk_data))
+            
+            # Verify the exception was raised
+            assert str(exc_info.value) == "Test exception in transform"
+            
+            # Verify _handle_failure was NOT called in _process_chunk
+            # It should only be called by the outer exception handler in __next__/__anext__
+            mock_handle_failure.assert_not_called()
diff --git a/tests/llm_translation/test_aiohttp_openai.py b/tests/llm_translation/test_aiohttp_openai.py
deleted file mode 100644
index 5b92c924ec7..00000000000
--- a/tests/llm_translation/test_aiohttp_openai.py
+++ /dev/null
@@ -1,33 +0,0 @@
-import json
-import os
-import sys
-from datetime import datetime
-import pytest
-
-sys.path.insert(
-    0, os.path.abspath("../../")
-)  # Adds the parent directory to the system-path
-
-import litellm
-
-
-@pytest.mark.asyncio()
-async def test_aiohttp_openai():
-    litellm.set_verbose = True
-    response = await litellm.acompletion(
-        model="aiohttp_openai/fake-model",
-        messages=[{"role": "user", "content": "Hello, world!"}],
-        api_base="https://exampleopenaiendpoint-production.up.railway.app/v1/chat/completions",
-        api_key="fake-key",
-    )
-    print(response)
-
-
-@pytest.mark.asyncio()
-async def test_aiohttp_openai_gpt_4o():
-    litellm.set_verbose = True
-    response = await litellm.acompletion(
-        model="aiohttp_openai/gpt-4o",
-        messages=[{"role": "user", "content": "Hello, world!"}],
-    )
-    print(response)
diff --git a/tests/llm_translation/test_deepseek_completion.py b/tests/llm_translation/test_deepseek_completion.py
index 6c27ea59d4a..79a18655980 100644
--- a/tests/llm_translation/test_deepseek_completion.py
+++ b/tests/llm_translation/test_deepseek_completion.py
@@ -30,6 +30,7 @@ def test_deepseek_mock_completion(stream):
         messages=[{"role": "user", "content": "Hello, world!"}],
         api_base="https://exampleopenaiendpoint-production.up.railway.app/v1/chat/completions",
         stream=stream,
+        mock_response="Hello! How can I help you today?",
     )
     print(f"response: {response}")
     if stream:
diff --git a/tests/local_testing/test_router_fallbacks.py b/tests/local_testing/test_router_fallbacks.py
index 4ae2ca19d92..3a634f6aa37 100644
--- a/tests/local_testing/test_router_fallbacks.py
+++ b/tests/local_testing/test_router_fallbacks.py
@@ -1358,9 +1358,10 @@ def test_router_fallbacks_with_custom_model_costs():
             "model_name": "claude-sonnet-4-5-20250929",
             "litellm_params": {
                 "model": "claude-sonnet-4-5-20250929",
-                "api_key": os.environ["ANTHROPIC_API_KEY"],
+                "api_key": os.environ.get("ANTHROPIC_API_KEY", "fake-key"),
                 "input_cost_per_token": 30,
                 "output_cost_per_token": 60,
+                "mock_response": "Hello! How can I help you today?",
             },
         },
         {
@@ -1371,6 +1372,7 @@ def test_router_fallbacks_with_custom_model_costs():
                 "output_cost_per_token": 0.000015,  # 15$/M
                 "api_base": "https://exampleopenaiendpoint-production.up.railway.app",
                 "api_key": "my-fake-key",
+                "mock_response": "Hello! How can I help you today?",
             },
         },
     ]
diff --git a/tests/mcp_tests/mcp_server.py b/tests/mcp_tests/mcp_server.py
index 99a67edd021..bc6accbb721 100644
--- a/tests/mcp_tests/mcp_server.py
+++ b/tests/mcp_tests/mcp_server.py
@@ -1,9 +1,33 @@
 # math_server.py
+import argparse
+import os
+
 from mcp.server.fastmcp import FastMCP
 
 mcp = FastMCP("Math")
 
 
+def _parse_args() -> argparse.Namespace:
+    parser = argparse.ArgumentParser(description="MCP math test server")
+    parser.add_argument(
+        "--transport",
+        default=os.getenv("MCP_TRANSPORT", "stdio"),
+        help="Transport to use (stdio or http)",
+    )
+    parser.add_argument(
+        "--host",
+        default=os.getenv("MCP_HOST", "127.0.0.1"),
+        help="Host to bind when serving over HTTP",
+    )
+    parser.add_argument(
+        "--port",
+        type=int,
+        default=int(os.getenv("MCP_PORT", "0")),
+        help="Port to bind when serving over HTTP",
+    )
+    return parser.parse_args()
+
+
 @mcp.tool()
 def add(a: int, b: int) -> int:
     """Add two numbers"""
@@ -16,5 +40,24 @@ def multiply(a: int, b: int) -> int:
     return a * b
 
 
+def main() -> None:
+    args = _parse_args()
+    transport = (args.transport or "stdio").lower()
+
+    if transport == "stdio":
+        mcp.run(transport="stdio")
+        return
+
+    if transport in {"http", "streamable_http", "streamable-http"}:
+        if args.port <= 0:
+            raise ValueError("HTTP transport requires a valid --port value")
+        mcp.settings.host = args.host
+        mcp.settings.port = args.port
+        mcp.run(transport="streamable-http")
+        return
+
+    raise ValueError(f"Unsupported transport: {transport}")
+
+
 if __name__ == "__main__":
-    mcp.run(transport="stdio")
+    main()
diff --git a/tests/mcp_tests/test_aresponses_api_with_mcp.py b/tests/mcp_tests/test_aresponses_api_with_mcp.py
index 865a580f0ca..57c79039ee0 100644
--- a/tests/mcp_tests/test_aresponses_api_with_mcp.py
+++ b/tests/mcp_tests/test_aresponses_api_with_mcp.py
@@ -1,3 +1,4 @@
+import logging
 import os
 import sys
 import pytest
@@ -660,16 +661,25 @@ async def test_streaming_mcp_events_validation():
 
 
 @pytest.mark.asyncio 
-async def test_streaming_responses_api_with_mcp_tools():
+@pytest.mark.parametrize(
+    "model",
+    [
+        pytest.param("gpt-4o-mini", id="openai"),
+        pytest.param("claude-haiku-4-5", id="anthropic"),
+    ],
+)
+async def test_streaming_responses_api_with_mcp_tools(
+    model: str, caplog: pytest.LogCaptureFixture
+):
     """
     Test the streaming responses API with MCP tools when using server_url="litellm_proxy"
 
     Under the hood the follow occurs
 
     - MCP: responses called litellm MCP manager.list_tools (MOCKED)
-    - Request 1: Made to gpt-4o with fetched tools (REAL LLM CALL)
+    - Request 1: Made to model under test with fetched tools (REAL LLM CALL)
     - MCP: Execute tool call from request 1 and returns result (MOCKED)
-    - Request 2: Made to gpt-4o with fetched tools and tool results (REAL LLM CALL)
+    - Request 2: Made to model under test with fetched tools and tool results (REAL LLM CALL)
 
     Return the user the result of request 2
     """
@@ -693,75 +703,101 @@ async def test_streaming_responses_api_with_mcp_tools():
     ]
     
     # Only mock the MCP-specific operations, let LLM responses be real
-    with patch.object(LiteLLM_Proxy_MCP_Handler, '_get_mcp_tools_from_manager', new_callable=AsyncMock) as mock_get_tools, \
-         patch.object(LiteLLM_Proxy_MCP_Handler, '_execute_tool_calls', new_callable=AsyncMock) as mock_execute_tools:
-        
-        # Setup MCP mocks only
-        mock_get_tools.return_value = (mock_mcp_tools, ["litellm_proxy"])
-        
-        # Create a dynamic mock that will match the actual tool call ID from the LLM response
-        def mock_execute_tool_calls_side_effect(tool_calls, user_api_key_auth):
-            """Mock function that returns results matching the actual tool call IDs from the LLM"""
-            results = []
-            for tool_call in tool_calls:
-                # Extract call_id from the tool call
-                call_id = None
-                if isinstance(tool_call, dict):
-                    call_id = tool_call.get("call_id") or tool_call.get("id")
-                elif hasattr(tool_call, 'call_id'):
-                    call_id = tool_call.call_id
-                elif hasattr(tool_call, 'id'):
-                    call_id = tool_call.id
-                
-                if call_id:
-                    results.append({
-                        "tool_call_id": call_id,
-                        "result": "LiteLLM is a unified interface for 100+ LLMs that translates inputs to provider-specific completion endpoints and provides consistent OpenAI-format output."
-                    })
-            return results
-        
-        mock_execute_tools.side_effect = mock_execute_tool_calls_side_effect
-        
-        # Make the actual call - LLM responses will be real
-        mcp_tool_config = cast(Any, {
-            "type": "mcp",
-            "server_url": "litellm_proxy", 
-            "require_approval": "never"
-        })
-        response = await litellm.aresponses(
-            model="gpt-4o-mini",
-            tools=[mcp_tool_config],
-            tool_choice="required",
-            input=[
+    with caplog.at_level(logging.ERROR):
+        with patch.object(
+            LiteLLM_Proxy_MCP_Handler,
+            '_get_mcp_tools_from_manager',
+            new_callable=AsyncMock,
+        ) as mock_get_tools, patch.object(
+            LiteLLM_Proxy_MCP_Handler,
+            '_execute_tool_calls',
+            new_callable=AsyncMock,
+        ) as mock_execute_tools:
+            # Setup MCP mocks only
+            mock_get_tools.return_value = (mock_mcp_tools, ["litellm_proxy"])
+
+            # Create a dynamic mock that will match the actual tool call ID from the LLM response
+            def mock_execute_tool_calls_side_effect(
+                tool_calls, user_api_key_auth, **kwargs
+            ):
+                """Mock function that returns results matching the actual tool call IDs from the LLM"""
+                results = []
+                for tool_call in tool_calls:
+                    # Extract call_id from the tool call
+                    call_id = None
+                    if isinstance(tool_call, dict):
+                        call_id = tool_call.get("call_id") or tool_call.get("id")
+                    elif hasattr(tool_call, 'call_id'):
+                        call_id = tool_call.call_id
+                    elif hasattr(tool_call, 'id'):
+                        call_id = tool_call.id
+
+                    if call_id:
+                        results.append(
+                            {
+                                "tool_call_id": call_id,
+                                "result": "LiteLLM is a unified interface for 100+ LLMs that translates inputs to provider-specific completion endpoints and provides consistent OpenAI-format output.",
+                            }
+                        )
+                return results
+
+            mock_execute_tools.side_effect = mock_execute_tool_calls_side_effect
+
+            # Make the actual call - LLM responses will be real
+            mcp_tool_config = cast(
+                Any,
                 {
-                    "role": "user",
-                    "type": "message",
-                    "content": "give me a TLDR of what BerriAI/litellm is about"
-                }
-            ],
-            stream=True
-        )
-        
-        print(f"📋 Response type: {type(response)}")
-        assert hasattr(response, '__aiter__'), "Response should be an async streaming response"
-        
-        # Collect streaming chunks
-        chunks = []
-        async for chunk in response:
-            chunks.append(chunk)
-            print(f"📦 Chunk type: {getattr(chunk, 'type', 'unknown')}")
-        
-        print(f"📊 Total chunks received: {len(chunks)}")
-        
-        # Verify MCP mocks were called (may be called multiple times in streaming)
-        assert mock_get_tools.call_count >= 1, f"Expected MCP tools to be fetched at least once, got {mock_get_tools.call_count}"
-        print(f"MCP tools fetched: {len(mock_mcp_tools)}")
-        
-        # Verify we got a response
-        assert response is not None
-        assert len(chunks) > 0, "Should have received streaming chunks"
-        
-        print("Basic streaming responses API with MCP tools test passed!")
+                    "type": "mcp",
+                    "server_url": "litellm_proxy",
+                    "require_approval": "never",
+                },
+            )
+            response = await litellm.aresponses(
+                model=model,
+                tools=[mcp_tool_config],
+                tool_choice="required",
+                input=[
+                    {
+                        "role": "user",
+                        "type": "message",
+                        "content": "give me a TLDR of what BerriAI/litellm is about",
+                    }
+                ],
+                stream=True,
+            )
+
+            print(f"📋 Response type: {type(response)}")
+            assert hasattr(response, '__aiter__'), "Response should be an async streaming response"
+
+            # Collect streaming chunks
+            chunks = []
+            async for chunk in response:
+                chunks.append(chunk)
+                print(f"📦 Chunk type: {getattr(chunk, 'type', 'unknown')}")
+
+            print(f"📊 Total chunks received: {len(chunks)}")
+
+            # Verify MCP mocks were called (may be called multiple times in streaming)
+            assert (
+                mock_get_tools.call_count >= 1
+            ), f"Expected MCP tools to be fetched at least once, got {mock_get_tools.call_count}"
+            print(f"MCP tools fetched: {len(mock_mcp_tools)}")
+
+            # Verify we got a response
+            assert response is not None
+            assert len(chunks) > 0, "Should have received streaming chunks"
+
+            print("Basic streaming responses API with MCP tools test passed!")
+
+    lite_errors = [
+        record
+        for record in caplog.records
+        if record.levelno >= logging.ERROR
+        and ("LiteLLM" in record.name or "LiteLLM" in record.getMessage())
+    ]
+    assert not lite_errors, "Unexpected LiteLLM errors: " + ", ".join(
+        record.getMessage() for record in lite_errors
+    )
 
 
 @pytest.mark.asyncio
diff --git a/tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml b/tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml
new file mode 100644
index 00000000000..37d5359e3ce
--- /dev/null
+++ b/tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml
@@ -0,0 +1,23 @@
+general_settings:
+  master_key: sk-1234
+
+litellm_settings:
+  drop_params: true
+
+model_list:
+  - model_name: openai-gpt-4o-mini
+    litellm_params:
+      model: gpt-4o-mini
+  - model_name: anthropic-claude-haiku-4-5
+    litellm_params:
+      model: anthropic/claude-haiku-4-5
+
+mcp_servers:
+  math_stdio:
+    transport: stdio
+    command: python3
+    args:
+      - tests/mcp_tests/mcp_server.py
+  math_streamable_http:
+    transport: http
+    url: http://127.0.0.1:0/mcp
diff --git a/tests/mcp_tests/test_mcp_server.py b/tests/mcp_tests/test_mcp_server.py
index 66dd2bdc6b3..e8a1231c6fb 100644
--- a/tests/mcp_tests/test_mcp_server.py
+++ b/tests/mcp_tests/test_mcp_server.py
@@ -1001,34 +1001,39 @@ async def test_mcp_server_manager_access_groups_from_config():
         MCPRequestHandler,
     )
 
-    # Patch global_mcp_server_manager for this test
+    # Patch global_mcp_server_manager for this test and restore afterwards to
+    # avoid leaking state into other tests (e.g. the proxy MCP e2e suite).
     import litellm.proxy._experimental.mcp_server.mcp_server_manager as mcp_server_manager_mod
 
+    original_manager = mcp_server_manager_mod.global_mcp_server_manager
     mcp_server_manager_mod.global_mcp_server_manager = test_manager
-    # Should find config_server for group-a, both for group-b, other_server for group-c
-    import asyncio
+    try:
+        # Should find config_server for group-a, both for group-b, other_server for group-c
+        import asyncio
 
-    server_ids_a = await MCPRequestHandler._get_mcp_servers_from_access_groups([
-        "group-a"
-    ])
-    server_ids_b = await MCPRequestHandler._get_mcp_servers_from_access_groups([
-        "group-b"
-    ])
-    server_ids_c = await MCPRequestHandler._get_mcp_servers_from_access_groups([
-        "group-c"
-    ])
-    assert any(config_server.server_id == sid for sid in server_ids_a)
-    assert set(server_ids_b) == set(
-        [
-            s.server_id
+        server_ids_a = await MCPRequestHandler._get_mcp_servers_from_access_groups([
+            "group-a"
+        ])
+        server_ids_b = await MCPRequestHandler._get_mcp_servers_from_access_groups([
+            "group-b"
+        ])
+        server_ids_c = await MCPRequestHandler._get_mcp_servers_from_access_groups([
+            "group-c"
+        ])
+        assert any(config_server.server_id == sid for sid in server_ids_a)
+        assert set(server_ids_b) == set(
+            [
+                s.server_id
+                for s in test_manager.config_mcp_servers.values()
+                if "group-b" in s.access_groups
+            ]
+        )
+        assert any(
+            s.name == "other_server" and s.server_id in server_ids_c
             for s in test_manager.config_mcp_servers.values()
-            if "group-b" in s.access_groups
-        ]
-    )
-    assert any(
-        s.name == "other_server" and s.server_id in server_ids_c
-        for s in test_manager.config_mcp_servers.values()
-    )
+        )
+    finally:
+        mcp_server_manager_mod.global_mcp_server_manager = original_manager
 
 
 async def test_mcp_server_manager_config_integration_with_database():
diff --git a/tests/mcp_tests/test_proxy_mcp_e2e.py b/tests/mcp_tests/test_proxy_mcp_e2e.py
new file mode 100644
index 00000000000..2b8cde54710
--- /dev/null
+++ b/tests/mcp_tests/test_proxy_mcp_e2e.py
@@ -0,0 +1,236 @@
+import asyncio
+import os
+import socket
+import subprocess
+import sys
+import threading
+import time
+import typing
+from pathlib import Path
+
+import pytest
+import uvicorn
+import yaml
+from mcp import ClientSession
+from mcp.client.streamable_http import streamablehttp_client
+
+from litellm.proxy.proxy_server import (
+    app as proxy_app,
+    cleanup_router_config_variables,
+    initialize,
+)
+
+
+CONFIG_TEMPLATE_PATH = Path("tests/mcp_tests/test_configs/test_config_mcp_e2e.yaml")
+MCP_SERVER_SCRIPT = Path("tests/mcp_tests/mcp_server.py")
+PROJECT_ROOT = Path(__file__).resolve().parents[2]
+PROXY_START_TIMEOUT = 30
+
+
+PROXY_AUTHORIZATION_HEADER = "Bearer sk-1234"
+
+
+@pytest.fixture(scope="session", autouse=True)
+def _clear_proxy_database_env() -> typing.Iterator[None]:
+    """Ensure local proxy DB settings don't leak into tests."""
+    mp = pytest.MonkeyPatch()
+    mp.delenv("DATABASE_URL", raising=False)
+    try:
+        yield
+    finally:
+        mp.undo()
+
+
+def _initialize_proxy(config_path: str) -> None:
+    cleanup_router_config_variables()
+    asyncio.run(initialize(config=config_path, debug=True))
+
+
+def _start_proxy_server(config_path: str) -> tuple[str, uvicorn.Server, threading.Thread, socket.socket]:
+    _initialize_proxy(config_path)
+
+    sock = socket.socket(socket.AF_INET, socket.SOCK_STREAM)
+    sock.setsockopt(socket.SOL_SOCKET, socket.SO_REUSEADDR, 1)
+    sock.bind(("127.0.0.1", 0))
+    host, port = sock.getsockname()
+
+    config = uvicorn.Config(proxy_app, host=host, port=port, log_level="warning")
+    server = uvicorn.Server(config)
+
+    def _run() -> None:
+        loop = asyncio.new_event_loop()
+        asyncio.set_event_loop(loop)
+        loop.run_until_complete(server.serve(sockets=[sock]))
+
+    thread = threading.Thread(target=_run, daemon=True)
+    thread.start()
+
+    start_time = time.time()
+    while not server.started:
+        if not thread.is_alive():
+            raise RuntimeError("Proxy server failed to start")
+        if time.time() - start_time > PROXY_START_TIMEOUT:
+            raise TimeoutError("Proxy server did not start in time")
+        time.sleep(0.05)
+
+    return f"http://{host}:{port}", server, thread, sock
+
+
+@pytest.fixture(scope="session")
+def math_streamable_http_server() -> str:
+    host = "127.0.0.1"
+    with socket.socket(socket.AF_INET, socket.SOCK_STREAM) as sock:
+        sock.bind((host, 0))
+        _, port = sock.getsockname()
+
+    cmd = [
+        sys.executable,
+        str(MCP_SERVER_SCRIPT),
+        "--transport",
+        "http",
+        "--host",
+        host,
+        "--port",
+        str(port),
+    ]
+
+    env = os.environ.copy()
+    server_process = subprocess.Popen(
+        cmd,
+        cwd=str(PROJECT_ROOT),
+        stdout=subprocess.PIPE,
+        stderr=subprocess.PIPE,
+    )
+
+    start_time = time.time()
+    while True:
+        if server_process.poll() is not None:
+            stdout, stderr = server_process.communicate()
+            raise RuntimeError(
+                f"Streamable HTTP MCP server exited early.\nSTDOUT: {stdout.decode()}\nSTDERR: {stderr.decode()}"
+            )
+        try:
+            with socket.create_connection((host, port), timeout=0.1):
+                break
+        except OSError:
+            if time.time() - start_time > PROXY_START_TIMEOUT:
+                server_process.terminate()
+                raise TimeoutError("Streamable HTTP MCP server did not start in time")
+            time.sleep(0.05)
+
+    yield f"http://{host}:{port}"
+
+    server_process.terminate()
+    try:
+        server_process.wait(timeout=5)
+    except subprocess.TimeoutExpired:
+        server_process.kill()
+
+
+@pytest.fixture(scope="session")
+def proxy_server_url(
+    tmp_path_factory: pytest.TempPathFactory, math_streamable_http_server: str
+):
+    config_dir = tmp_path_factory.mktemp("mcp_e2e")
+    config_path = config_dir / "config.yaml"
+    config = yaml.safe_load(CONFIG_TEMPLATE_PATH.read_text())
+    config["mcp_servers"]["math_streamable_http"][
+        "url"
+    ] = f"{math_streamable_http_server}/mcp"
+    config_path.write_text(yaml.safe_dump(config))
+
+    server_url, server, thread, sock = _start_proxy_server(str(config_path))
+
+    yield server_url
+
+    server.should_exit = True
+    thread.join(timeout=10)
+    sock.close()
+
+
+class TestProxyMcpSimpleConnections:
+    @pytest.mark.asyncio
+    async def test_proxy_mcp_stdio_roundtrip(self, proxy_server_url: str) -> None:
+        async with asyncio.timeout(20):
+            async with streamablehttp_client(
+                url=f"{proxy_server_url}/mcp",
+                headers={
+                    "Authorization": PROXY_AUTHORIZATION_HEADER,
+                    "x-mcp-servers": "math_stdio",
+                },
+            ) as (read, write, _get_session_id):
+                async with ClientSession(read, write) as session:
+                    await session.initialize()
+                    tools_result = await session.list_tools()
+                    assert any(tool.name.endswith("add") for tool in tools_result.tools)
+
+                    result = await session.call_tool(
+                        "add", arguments={"a": 3, "b": 4}
+                    )
+                    assert result.content
+                    first_content = result.content[0]
+                    text = getattr(first_content, "text", None)
+                    assert text == "7"
+
+    @pytest.mark.asyncio
+    async def test_proxy_mcp_streamable_http_roundtrip(
+        self, proxy_server_url: str
+    ) -> None:
+        async with asyncio.timeout(20):
+            async with streamablehttp_client(
+                url=f"{proxy_server_url}/mcp",
+                headers={
+                    "Authorization": PROXY_AUTHORIZATION_HEADER,
+                    "x-mcp-servers": "math_streamable_http",
+                },
+            ) as (read, write, _get_session_id):
+                async with ClientSession(read, write) as session:
+                    await session.initialize()
+                    tools_result = await session.list_tools()
+                    assert any(tool.name.endswith("add") for tool in tools_result.tools)
+
+                    result = await session.call_tool(
+                        "add", arguments={"a": 5, "b": 6}
+                    )
+                    assert result.content
+                    first_content = result.content[0]
+                    text = getattr(first_content, "text", None)
+                    assert text == "11"
+
+    @pytest.mark.asyncio
+    async def test_proxy_mcp_lists_all_servers_without_header(
+        self, proxy_server_url: str
+    ) -> None:
+        async with asyncio.timeout(20):
+            async with streamablehttp_client(
+                url=f"{proxy_server_url}/mcp",
+                headers={"Authorization": PROXY_AUTHORIZATION_HEADER},
+            ) as (read, write, _get_session_id):
+                async with ClientSession(read, write) as session:
+                    await session.initialize()
+                    tools_result = await session.list_tools()
+                    tool_names = {tool.name for tool in tools_result.tools}
+                    expected_tool_names = {
+                        "math_stdio-add",
+                        "math_stdio-multiply",
+                        "math_streamable_http-add",
+                        "math_streamable_http-multiply",
+                    }
+                    assert expected_tool_names <= tool_names
+
+                    async def _call_and_get_text(
+                        tool_name: str, *, a: int, b: int
+                    ) -> str | None:
+                        result = await session.call_tool(tool_name, arguments={"a": a, "b": b})
+                        assert result.content
+                        first_content = result.content[0]
+                        return getattr(first_content, "text", None)
+
+                    stdio_result = await _call_and_get_text(
+                        "math_stdio-add", a=2, b=3
+                    )
+                    streamable_result = await _call_and_get_text(
+                        "math_streamable_http-add", a=4, b=5
+                    )
+                    assert stdio_result == "5"
+                    assert streamable_result == "9"
diff --git a/tests/pass_through_unit_tests/test_websearch_interception_e2e.py b/tests/pass_through_unit_tests/test_websearch_interception_e2e.py
index 2dec9da8b70..bf50c1c9cd2 100644
--- a/tests/pass_through_unit_tests/test_websearch_interception_e2e.py
+++ b/tests/pass_through_unit_tests/test_websearch_interception_e2e.py
@@ -323,3 +323,632 @@ async def test_websearch_interception_streaming():
         import traceback
         traceback.print_exc()
         return False
+
+
+async def test_websearch_interception_no_tool_call_streaming():
+    """
+    Test WebSearch interception when LLM doesn't make a tool call with streaming.
+    
+    This tests the scenario where:
+    1. User requests stream=True
+    2. WebSearch tool is provided
+    3. LLM decides NOT to use the tool (just responds with text)
+    4. System should return a fake stream
+    """
+    print("\n" + "="*80)
+    print("E2E TEST 3: WebSearch Interception (No Tool Call, Streaming)")
+    print("="*80)
+
+    # Router already initialized from test 1
+    print("\n✅ Using existing router configuration")
+    print("✅ WebSearch interception already enabled for Bedrock")
+
+    try:
+        # Make request with WebSearch tool AND stream=True
+        # Use a query that the LLM will answer directly without using the tool
+        print("\n📞 Making litellm.messages.acreate() call with stream=True...")
+        print(f"   Model: bedrock/us.anthropic.claude-3-5-sonnet-20241022-v2:0")
+        print(f"   Query: 'What is 2+2?'")
+        print(f"   Tools: WebSearch")
+        print(f"   Stream: True")
+
+        response = await messages.acreate(
+            model="bedrock/us.anthropic.claude-3-5-sonnet-20241022-v2:0",
+            messages=[{"role": "user", "content": "What is 2+2? Just give me the answer, no need to search."}],
+            tools=[
+                {
+                    "name": "WebSearch",
+                    "description": "Search the web for information",
+                    "input_schema": {
+                        "type": "object",
+                        "properties": {
+                            "query": {
+                                "type": "string",
+                                "description": "The search query",
+                            }
+                        },
+                        "required": ["query"],
+                    },
+                }
+            ],
+            max_tokens=1024,
+            stream=True,  # REQUEST STREAMING
+        )
+
+        print("\n✅ Received response!")
+
+        # Check if response is actually a stream (async generator or async iterator)
+        import inspect
+        is_async_gen = inspect.isasyncgen(response)
+        is_async_iter = hasattr(response, '__aiter__') and hasattr(response, '__anext__')
+        is_stream = is_async_gen or is_async_iter
+
+        if not is_stream:
+            print("\n❌ TEST 3 FAILED: Response is NOT a stream")
+            print(f"❌ Expected a fake stream when LLM doesn't use the tool")
+            print(f"❌ Response type: {type(response)}")
+            return False
+
+        print(f"✅ Response is a stream (async_gen={is_async_gen}, async_iter={is_async_iter})")
+        print("\n📦 Consuming stream chunks:")
+
+        chunks = []
+        chunk_count = 0
+        async for chunk in response:
+            chunk_count += 1
+            print(f"\n--- Chunk {chunk_count} ---")
+            print(f"   Type: {type(chunk)}")
+            print(f"   Content: {chunk[:200] if isinstance(chunk, bytes) else str(chunk)[:200]}...")
+            chunks.append(chunk)
+
+        print(f"\n✅ Received {len(chunks)} stream chunk(s)")
+
+        if len(chunks) > 0:
+            print("\n" + "="*80)
+            print("✅ TEST 3 PASSED!")
+            print("="*80)
+            print("✅ User made ONE litellm.messages.acreate() call with stream=True")
+            print("✅ LLM didn't use the WebSearch tool")
+            print("✅ Got back a fake stream (not a non-streaming response)")
+            print("✅ WebSearch interception handles no-tool-call case correctly!")
+            print("="*80)
+            return True
+        else:
+            print("\n❌ TEST 3 FAILED: No chunks received")
+            return False
+
+    except Exception as e:
+        print(f"\n❌ Test 3 failed with error: {str(e)}")
+        import traceback
+        traceback.print_exc()
+        return False
+
+
+async def test_claude_code_native_websearch():
+    """
+    Test WebSearch interception with Claude Code's native web_search_20250305 tool.
+    
+    This tests the exact request format that Claude Code sends:
+    - tools: [{'type': 'web_search_20250305', 'name': 'web_search', 'max_uses': 8}]
+    - Model: bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0
+    """
+    print("\n" + "="*80)
+    print("E2E TEST: Claude Code Native WebSearch (web_search_20250305)")
+    print("="*80)
+
+    # Router already initialized from test 1
+    print("\n✅ Using existing router configuration")
+    print("✅ WebSearch interception already enabled for Bedrock")
+
+    try:
+        # Make request with Claude Code's exact native web_search tool format
+        print("\n📞 Making litellm.messages.acreate() call...")
+        print(f"   Model: bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0")
+        print(f"   Query: 'Perform a web search for the query: litellm what is it'")
+        print(f"   Tools: Native web_search_20250305")
+        print(f"   Stream: False")
+
+        response = await messages.acreate(
+            model="bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+            messages=[{"role": "user", "content": "Perform a web search for the query: litellm what is it"}],
+            tools=[
+                {
+                    "type": "web_search_20250305",
+                    "name": "web_search",
+                    "max_uses": 8
+                }
+            ],
+            max_tokens=1024,
+            stream=False,
+        )
+
+        print("\n✅ Received response!")
+
+        # Handle both dict and object responses
+        if isinstance(response, dict):
+            response_id = response.get("id")
+            response_model = response.get("model")
+            response_stop_reason = response.get("stop_reason")
+            response_content = response.get("content", [])
+        else:
+            response_id = response.id
+            response_model = response.model
+            response_stop_reason = response.stop_reason
+            response_content = response.content
+
+        print(f"\n📄 Response ID: {response_id}")
+        print(f"📄 Model: {response_model}")
+        print(f"📄 Stop Reason: {response_stop_reason}")
+        print(f"📄 Content blocks: {len(response_content)}")
+
+        # Debug: Print all content block types
+        for i, block in enumerate(response_content):
+            block_type = block.get("type") if isinstance(block, dict) else block.type
+            print(f"   Block {i}: type={block_type}")
+            if block_type == "tool_use":
+                block_name = block.get("name") if isinstance(block, dict) else block.name
+                print(f"            name={block_name}")
+
+        # Validate response
+        assert response is not None, "Response should not be None"
+        assert response_content is not None, "Response should have content"
+        assert len(response_content) > 0, "Response should have at least one content block"
+
+        # Check if response contains tool_use (means interception didn't work)
+        has_tool_use = any(
+            (block.get("type") if isinstance(block, dict) else block.type) == "tool_use"
+            for block in response_content
+        )
+
+        # Check if we got a text response
+        has_text = any(
+            (block.get("type") if isinstance(block, dict) else block.type) == "text"
+            for block in response_content
+        )
+
+        if has_tool_use:
+            print("\n❌ TEST FAILED: Interception did not work")
+            print(f"❌ Stop reason: {response_stop_reason}")
+            print("❌ Response contains tool_use blocks")
+            return False
+
+        elif has_text and response_stop_reason != "tool_use":
+            text_block = next(
+                block for block in response_content
+                if (block.get("type") if isinstance(block, dict) else block.type) == "text"
+            )
+            text_content = text_block.get("text") if isinstance(text_block, dict) else text_block.text
+
+            print(f"\n📝 Response Text:")
+            print(f"   {text_content[:200]}...")
+
+            if "litellm" in text_content.lower():
+                print("\n" + "="*80)
+                print("✅ TEST PASSED!")
+                print("="*80)
+                print("✅ Claude Code's native web_search_20250305 tool was intercepted")
+                print("✅ Tool was converted to LiteLLM standard format")
+                print("✅ User made ONE litellm.messages.acreate() call")
+                print("✅ Got back final answer with search results")
+                print("✅ Agentic loop executed transparently")
+                print("✅ WebSearch interception working with Claude Code!")
+                print("="*80)
+                return True
+            else:
+                print("\n⚠️  Got text response but doesn't mention LiteLLM")
+                return False
+        else:
+            print("\n❌ Unexpected response format")
+            return False
+
+    except Exception as e:
+        print(f"\n❌ Test failed with error: {str(e)}")
+        import traceback
+        traceback.print_exc()
+        return False
+
+
+if __name__ == "__main__":
+    import asyncio
+    
+    async def run_all_tests():
+        """Run all E2E tests"""
+        test_results = []
+        
+        # Test 1: Non-streaming
+        result1 = await test_websearch_interception_non_streaming()
+        test_results.append(("Non-Streaming", result1))
+        
+        # Test 2: Streaming
+        result2 = await test_websearch_interception_streaming()
+        test_results.append(("Streaming", result2))
+        
+        # Test 3: No tool call with streaming
+        result3 = await test_websearch_interception_no_tool_call_streaming()
+        test_results.append(("No Tool Call Streaming", result3))
+        
+        # Test 4: Claude Code native web_search
+        result4 = await test_claude_code_native_websearch()
+        test_results.append(("Claude Code Native WebSearch", result4))
+        
+        # Print summary
+        print("\n" + "="*80)
+        print("TEST SUMMARY")
+        print("="*80)
+        for test_name, result in test_results:
+            status = "✅ PASSED" if result else "❌ FAILED"
+            print(f"{test_name}: {status}")
+        print("="*80)
+        
+        # Return overall result
+        return all(result for _, result in test_results)
+    
+    result = asyncio.run(run_all_tests())
+    import sys
+    sys.exit(0 if result else 1)
+
+
+async def test_litellm_standard_websearch_tool():
+    """
+    PRIORITY TEST #1: Test with the canonical litellm_web_search tool format.
+
+    This validates that using get_litellm_web_search_tool() directly
+    works end-to-end without any conversion needed.
+    """
+    print("\n" + "="*80)
+    print("E2E TEST: LiteLLM Standard WebSearch Tool")
+    print("="*80)
+
+    from litellm.integrations.websearch_interception import get_litellm_web_search_tool
+
+    print("\n✅ Using existing router configuration")
+    print("✅ WebSearch interception already enabled for Bedrock")
+
+    try:
+        print("\n📞 Making litellm.messages.acreate() call...")
+        print(f"   Model: bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0")
+        print(f"   Query: 'What is the latest news about AI?'")
+        print(f"   Tool: litellm_web_search (standard format, no conversion needed)")
+        print(f"   Stream: False")
+
+        response = await messages.acreate(
+            model="bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+            messages=[{"role": "user", "content": "What is the latest news about AI? Give me a brief overview."}],
+            tools=[get_litellm_web_search_tool()],
+            max_tokens=1024,
+            stream=False,
+        )
+
+        print("\n✅ Received response!")
+
+        if isinstance(response, dict):
+            response_id = response.get("id")
+            response_stop_reason = response.get("stop_reason")
+            response_content = response.get("content", [])
+        else:
+            response_id = response.id
+            response_stop_reason = response.stop_reason
+            response_content = response.content
+
+        print(f"\n📄 Response ID: {response_id}")
+        print(f"📄 Stop Reason: {response_stop_reason}")
+        print(f"📄 Content blocks: {len(response_content)}")
+
+        for i, block in enumerate(response_content):
+            block_type = block.get("type") if isinstance(block, dict) else block.type
+            print(f"   Block {i}: type={block_type}")
+
+        has_tool_use = any(
+            (block.get("type") if isinstance(block, dict) else block.type) == "tool_use"
+            for block in response_content
+        )
+
+        has_text = any(
+            (block.get("type") if isinstance(block, dict) else block.type) == "text"
+            for block in response_content
+        )
+
+        if has_tool_use:
+            print("\n❌ TEST FAILED: Interception did not work")
+            return False
+
+        elif has_text and response_stop_reason != "tool_use":
+            text_block = next(
+                block for block in response_content
+                if (block.get("type") if isinstance(block, dict) else block.type) == "text"
+            )
+            text_content = text_block.get("text") if isinstance(text_block, dict) else text_block.text
+
+            print(f"\n📝 Response Text: {text_content[:200]}...")
+
+            print("\n" + "="*80)
+            print("✅ TEST PASSED!")
+            print("="*80)
+            print("✅ LiteLLM standard tool format works without conversion")
+            print("✅ Agentic loop executed transparently")
+            print("="*80)
+            return True
+        else:
+            print("\n❌ Unexpected response format")
+            return False
+
+    except Exception as e:
+        print(f"\n❌ Test failed with error: {str(e)}")
+        import traceback
+        traceback.print_exc()
+        return False
+
+
+async def test_claude_code_native_websearch_streaming():
+    """
+    PRIORITY TEST #2: Test Claude Code's native tool WITH stream=True.
+
+    Validates:
+    - Native tool conversion (web_search_20250305 → litellm_web_search)
+    - Stream=True → Stream=False conversion
+    - Agentic loop executes with both conversions
+    """
+    print("\n" + "="*80)
+    print("E2E TEST: Claude Code Native WebSearch + Streaming")
+    print("="*80)
+
+    print("\n✅ Using existing router configuration")
+    print("✅ WebSearch interception already enabled for Bedrock")
+
+    try:
+        print("\n📞 Making litellm.messages.acreate() call with stream=True...")
+        print(f"   Model: bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0")
+        print(f"   Tool: Native web_search_20250305")
+        print(f"   Stream: True (will be converted to False)")
+
+        response = await messages.acreate(
+            model="bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+            messages=[{"role": "user", "content": "Search for the latest AI developments."}],
+            tools=[{"type": "web_search_20250305", "name": "web_search", "max_uses": 8}],
+            max_tokens=1024,
+            stream=True,
+        )
+
+        print("\n✅ Received response!")
+
+        import inspect
+        is_stream = inspect.isasyncgen(response)
+
+        if is_stream:
+            print("\n⚠️  Response is a stream (stream conversion didn't work)")
+            return False
+
+        print("✅ Response is NOT a stream (conversion worked!)")
+
+        if isinstance(response, dict):
+            response_stop_reason = response.get("stop_reason")
+            response_content = response.get("content", [])
+        else:
+            response_stop_reason = response.stop_reason
+            response_content = response.content
+
+        has_tool_use = any(
+            (block.get("type") if isinstance(block, dict) else block.type) == "tool_use"
+            for block in response_content
+        )
+
+        has_text = any(
+            (block.get("type") if isinstance(block, dict) else block.type) == "text"
+            for block in response_content
+        )
+
+        if has_tool_use:
+            print("\n❌ TEST FAILED: Interception did not work")
+            return False
+
+        elif has_text and response_stop_reason != "tool_use":
+            print("\n" + "="*80)
+            print("✅ TEST PASSED!")
+            print("="*80)
+            print("✅ Native tool converted to litellm_web_search")
+            print("✅ Stream=True converted to Stream=False")
+            print("✅ Both conversions working together!")
+            print("="*80)
+            return True
+        else:
+            print("\n❌ Unexpected response format")
+            return False
+
+    except Exception as e:
+        print(f"\n❌ Test failed with error: {str(e)}")
+        import traceback
+        traceback.print_exc()
+        return False
+
+
+def test_is_web_search_tool_detection():
+    """
+    PRIORITY TEST #3: Unit test for is_web_search_tool() utility.
+
+    Validates detection of all supported formats including future versions.
+    """
+    print("\n" + "="*80)
+    print("UNIT TEST: Web Search Tool Detection")
+    print("="*80)
+
+    from litellm.integrations.websearch_interception import is_web_search_tool
+
+    test_cases = [
+        ({"name": "litellm_web_search"}, True, "LiteLLM standard tool"),
+        ({"type": "web_search_20250305", "name": "web_search", "max_uses": 8}, True, "Current Anthropic native (2025)"),
+        ({"type": "web_search_2026", "name": "web_search"}, True, "Future Anthropic native (2026)"),
+        ({"type": "web_search_20270615", "name": "web_search"}, True, "Future Anthropic native (2027)"),
+        ({"name": "web_search", "type": "web_search_20250305"}, True, "Claude Code format"),
+        ({"name": "WebSearch"}, True, "Legacy WebSearch"),
+        ({"name": "calculator"}, False, "Non-web-search tool"),
+        ({"name": "some_tool", "type": "function"}, False, "Other tool with type"),
+        ({"type": "custom_tool"}, False, "Custom tool type"),
+    ]
+
+    passed = 0
+    failed = 0
+
+    for tool, expected, description in test_cases:
+        result = is_web_search_tool(tool)
+        if result == expected:
+            print(f"   ✅ PASS: {description}")
+            passed += 1
+        else:
+            print(f"   ❌ FAIL: {description}")
+            print(f"      Tool: {tool}")
+            print(f"      Expected: {expected}, Got: {result}")
+            failed += 1
+
+    print(f"\n📊 Results: {passed} passed, {failed} failed")
+
+    if failed == 0:
+        print("\n" + "="*80)
+        print("✅ ALL DETECTION TESTS PASSED!")
+        print("="*80)
+        print("✅ Detects all current formats")
+        print("✅ Future-proof for new web_search_* versions")
+        print("="*80)
+        return True
+    else:
+        print("\n❌ Some detection tests failed")
+        return False
+
+
+async def test_pre_request_hook_modifies_request_body():
+    """
+    Unit test to verify async_pre_request_hook correctly modifies request body.
+
+    Tests that:
+    1. WebSearchInterceptionLogger is active
+    2. Native web_search_20250305 tool is converted to litellm_web_search
+    3. Stream is converted from True to False
+    4. Modified parameters reach the API call
+    """
+    import asyncio
+    from unittest.mock import AsyncMock, patch, MagicMock
+    from litellm.constants import LITELLM_WEB_SEARCH_TOOL_NAME
+
+    litellm._turn_on_debug()
+
+    print("\n" + "="*80)
+    print("UNIT TEST: Pre-Request Hook Modifies Request Body")
+    print("="*80)
+
+    # Initialize WebSearchInterceptionLogger
+    litellm.callbacks = [
+        WebSearchInterceptionLogger(
+            enabled_providers=[LlmProviders.BEDROCK],
+            search_tool_name="test-search-tool"
+        )
+    ]
+
+    print("✅ WebSearchInterceptionLogger initialized")
+
+    # Track what actually gets sent to the API
+    captured_request = {}
+
+    def mock_anthropic_messages_handler(
+        max_tokens,
+        messages,
+        model,
+        metadata=None,
+        stop_sequences=None,
+        stream=None,
+        system=None,
+        temperature=None,
+        thinking=None,
+        tool_choice=None,
+        tools=None,
+        top_k=None,
+        top_p=None,
+        container=None,
+        api_key=None,
+        api_base=None,
+        client=None,
+        custom_llm_provider=None,
+        **kwargs
+    ):
+        """Mock handler that captures the actual request parameters"""
+        # Capture what gets sent to the handler (after hook modifications)
+        captured_request['tools'] = tools
+        captured_request['stream'] = stream
+        captured_request['max_tokens'] = max_tokens
+        captured_request['model'] = model
+
+        # Return a mock response (non-streaming)
+        from litellm.types.llms.anthropic_messages.anthropic_response import AnthropicMessagesResponse
+        return AnthropicMessagesResponse(
+            id="msg_test",
+            type="message",
+            role="assistant",
+            content=[{
+                "type": "text",
+                "text": "Test response"
+            }],
+            model="claude-sonnet-4-5",
+            stop_reason="end_turn",
+            usage={
+                "input_tokens": 10,
+                "output_tokens": 20
+            }
+        )
+
+    # Patch the anthropic_messages_handler function (called after hooks)
+    with patch('litellm.llms.anthropic.experimental_pass_through.messages.handler.anthropic_messages_handler',
+               side_effect=mock_anthropic_messages_handler):
+
+        print("\n📝 Making request with native web_search_20250305 tool (stream=True)...")
+
+        # Make the request with native tool format
+        response = await messages.acreate(
+            model="bedrock/us.anthropic.claude-sonnet-4-5-20250929-v1:0",
+            messages=[{"role": "user", "content": "Test query"}],
+            tools=[{
+                "type": "web_search_20250305",
+                "name": "web_search",
+                "max_uses": 8
+            }],
+            max_tokens=100,
+            stream=True  # Should be converted to False
+        )
+
+        print("\n🔍 Verifying request modifications...")
+
+        # Verify tool was converted
+        tools = captured_request.get('tools')
+        print(f"\n   Captured tools: {tools}")
+
+        if tools and len(tools) > 0:
+            tool = tools[0]
+            tool_name = tool.get('name')
+
+            if tool_name == LITELLM_WEB_SEARCH_TOOL_NAME:
+                print(f"   ✅ Tool converted: web_search_20250305 → {LITELLM_WEB_SEARCH_TOOL_NAME}")
+            else:
+                print(f"   ❌ Tool NOT converted: expected {LITELLM_WEB_SEARCH_TOOL_NAME}, got {tool_name}")
+                return False
+        else:
+            print("   ❌ No tools captured in request")
+            return False
+
+        # Verify stream was converted
+        stream = captured_request.get('stream')
+        print(f"   Captured stream: {stream}")
+
+        if stream is False:
+            print("   ✅ Stream converted: True → False")
+        else:
+            print(f"   ❌ Stream NOT converted: expected False, got {stream}")
+            return False
+
+        print("\n" + "="*80)
+        print("✅ PRE-REQUEST HOOK TEST PASSED!")
+        print("="*80)
+        print("✅ CustomLogger is active")
+        print("✅ async_pre_request_hook modifies request body")
+        print("✅ Tool conversion works correctly")
+        print("✅ Stream conversion works correctly")
+        print("="*80)
+
+        return True
+
diff --git a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
index 42a2b5d0971..a22fe13798f 100644
--- a/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
+++ b/tests/test_litellm/litellm_core_utils/prompt_templates/test_litellm_core_utils_prompt_templates_factory.py
@@ -1392,3 +1392,134 @@ def test_anthropic_messages_pt_server_tool_use_passthrough():
         b for b in assistant_msg["content"] if b.get("type") == "text"
     )
     assert text_block["text"] == "I found the time tool. How can I help you?"
+
+
+def test_bedrock_tools_unpack_defs_no_oom_with_nested_refs():
+    """
+    Regression test for issue #19098: unpack_defs() causes OOM with nested tool schemas.
+
+    The old implementation had a "flatten defs" loop that would pre-expand each def
+    using unpack_defs(), but since defs often reference each other, each subsequent
+    call would copy already-expanded content, causing exponential memory growth.
+
+    This test creates a schema with multiple nested $defs that reference each other
+    to verify the fix prevents memory explosion while still correctly resolving refs.
+    """
+    import sys
+    import copy
+
+    from litellm.litellm_core_utils.prompt_templates.factory import _bedrock_tools_pt
+
+    # Schema with multiple nested $defs that reference each other
+    # This pattern would cause OOM with the old "flatten defs" loop
+    complex_nested_schema = {
+        "type": "object",
+        "properties": {
+            "query": {"$ref": "#/$defs/Expression"},
+        },
+        "$defs": {
+            "Expression": {
+                "type": "object",
+                "properties": {
+                    "type": {"type": "string", "enum": ["and", "or", "not", "comparison"]},
+                    "left": {"$ref": "#/$defs/Operand"},
+                    "right": {"$ref": "#/$defs/Operand"},
+                    "operator": {"$ref": "#/$defs/Operator"},
+                },
+            },
+            "Operand": {
+                "type": "object",
+                "anyOf": [
+                    {"$ref": "#/$defs/Literal"},
+                    {"$ref": "#/$defs/FieldRef"},
+                    {"$ref": "#/$defs/Expression"},  # Circular: Operand -> Expression -> Operand
+                ],
+            },
+            "Literal": {
+                "type": "object",
+                "properties": {
+                    "type": {"type": "string", "const": "literal"},
+                    "value": {"$ref": "#/$defs/LiteralValue"},
+                },
+            },
+            "LiteralValue": {
+                "oneOf": [
+                    {"type": "string"},
+                    {"type": "number"},
+                    {"type": "boolean"},
+                    {"type": "null"},
+                ],
+            },
+            "FieldRef": {
+                "type": "object",
+                "properties": {
+                    "type": {"type": "string", "const": "field"},
+                    "name": {"type": "string"},
+                    "table": {"$ref": "#/$defs/TableRef"},
+                },
+            },
+            "TableRef": {
+                "type": "object",
+                "properties": {
+                    "name": {"type": "string"},
+                    "alias": {"type": "string"},
+                },
+            },
+            "Operator": {
+                "type": "string",
+                "enum": ["=", "!=", "<", ">", "<=", ">=", "LIKE", "IN"],
+            },
+        },
+    }
+
+    tools = [
+        {
+            "type": "function",
+            "function": {
+                "name": "execute_query",
+                "description": "Execute a query with complex expressions",
+                "parameters": complex_nested_schema,
+            },
+        }
+    ]
+
+    # Measure initial size
+    def get_size(obj, seen=None):
+        size = sys.getsizeof(obj)
+        if seen is None:
+            seen = set()
+        obj_id = id(obj)
+        if obj_id in seen:
+            return 0
+        seen.add(obj_id)
+        if isinstance(obj, dict):
+            size += sum([get_size(v, seen) for v in obj.values()])
+            size += sum([get_size(k, seen) for k in obj.keys()])
+        elif hasattr(obj, "__iter__") and not isinstance(obj, (str, bytes, bytearray)):
+            size += sum([get_size(i, seen) for i in obj])
+        return size
+
+    initial_size = get_size(tools)
+
+    # Process through _bedrock_tools_pt - this should complete without OOM
+    tools_copy = copy.deepcopy(tools)
+    result = _bedrock_tools_pt(tools=tools_copy)
+
+    final_size = get_size(result)
+
+    # The expansion factor should be reasonable (< 100x), not exponential (35000x as in #19098)
+    expansion_factor = final_size / initial_size
+    assert expansion_factor < 100, (
+        f"Memory expansion factor {expansion_factor:.1f}x is too high. "
+        f"Initial: {initial_size} bytes, Final: {final_size} bytes"
+    )
+
+    # Verify the result is valid Bedrock tools format
+    assert isinstance(result, list)
+    assert len(result) == 1
+    assert "toolSpec" in result[0]
+    assert result[0]["toolSpec"]["name"] == "execute_query"
+
+    # Verify $defs have been removed (Bedrock doesn't support them)
+    tool_schema = result[0]["toolSpec"].get("inputSchema", {}).get("json", {})
+    assert "$defs" not in tool_schema, "$defs should be removed after expansion"
diff --git a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
index e7a123aa8c3..7e96c4634fd 100644
--- a/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
+++ b/tests/test_litellm/llms/anthropic/chat/test_anthropic_chat_transformation.py
@@ -681,6 +681,73 @@ def test_anthropic_chat_headers_add_context_management_beta():
     assert headers["anthropic-beta"] == "context-management-2025-06-27"
 
 
+def test_anthropic_beta_header_merging_with_output_format():
+    """
+    Test that anthropic-beta headers from extra_headers are merged with
+    output_format beta headers instead of being overridden.
+    
+    This is a regression test for: https://github.com/BerriAI/litellm/issues/...
+    When using response_format with a Pydantic model AND extra_headers with
+    anthropic-beta (e.g., for context-1m extension), both beta headers should
+    be present in the final request.
+    """
+    config = AnthropicConfig()
+    
+    # Simulate headers that already have the context-1m beta header from extra_headers
+    headers = {"anthropic-beta": "context-1m-2025-08-07"}
+    
+    # Simulate output_format being set (happens when using response_format with Sonnet 4.5)
+    optional_params = {
+        "output_format": {
+            "type": "json_schema",
+            "schema": {"type": "object", "properties": {}}
+        }
+    }
+    
+    result_headers = config.update_headers_with_optional_anthropic_beta(
+        headers, optional_params
+    )
+    
+    # Both beta headers should be present
+    beta_value = result_headers["anthropic-beta"]
+    assert "context-1m-2025-08-07" in beta_value, \
+        f"User's context-1m beta header missing from: {beta_value}"
+    assert "structured-outputs-2025-11-13" in beta_value, \
+        f"Structured output beta header missing from: {beta_value}"
+
+
+def test_anthropic_beta_header_merging_with_multiple_features():
+    """
+    Test that multiple beta headers can be merged when using multiple features.
+    """
+    config = AnthropicConfig()
+    
+    # Start with a user-provided beta header
+    headers = {"anthropic-beta": "context-1m-2025-08-07"}
+    
+    # Use multiple features that require beta headers
+    optional_params = {
+        "output_format": {
+            "type": "json_schema",
+            "schema": {"type": "object", "properties": {}}
+        },
+        "context_management": _sample_context_management_payload(),
+        "tools": [{"type": "web_fetch_20250910", "name": "web_fetch"}]
+    }
+    
+    result_headers = config.update_headers_with_optional_anthropic_beta(
+        headers, optional_params
+    )
+    
+    beta_value = result_headers["anthropic-beta"]
+    
+    # All beta headers should be present
+    assert "context-1m-2025-08-07" in beta_value
+    assert "structured-outputs-2025-11-13" in beta_value
+    assert "context-management-2025-06-27" in beta_value
+    assert "web-fetch-2025-09-10" in beta_value
+
+
 def test_anthropic_chat_transform_request_includes_context_management():
     config = AnthropicConfig()
     headers = {}
diff --git a/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py b/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py
new file mode 100644
index 00000000000..ceea3d0b16c
--- /dev/null
+++ b/tests/test_litellm/llms/vertex_ai/files/test_vertex_ai_binary_file_upload.py
@@ -0,0 +1,260 @@
+"""
+Test Vertex AI binary file upload functionality
+
+This test ensures that binary files (like PDFs, images) are correctly handled
+during upload without attempting UTF-8 decoding, which would cause errors.
+
+Regression test for: UTF-8 codec error when uploading binary files
+"""
+
+import io
+import pytest
+from unittest.mock import AsyncMock, MagicMock, patch
+
+import httpx
+
+from litellm.llms.custom_httpx.llm_http_handler import AsyncHTTPHandler
+from litellm.llms.vertex_ai.files.transformation import VertexAIFilesConfig
+from litellm.types.llms.openai import CreateFileRequest
+
+
+class TestVertexAIBinaryFileUpload:
+    """Test binary file upload handling for Vertex AI"""
+
+    def setup_method(self):
+        """Setup test method"""
+        self.http_handler = AsyncHTTPHandler()
+        self.vertex_config = VertexAIFilesConfig()
+
+    @pytest.mark.asyncio
+    async def test_pdf_file_upload_bytes_handling(self):
+        """
+        Test that PDF binary data is correctly handled without UTF-8 decoding.
+        
+        This is a regression test for the error:
+        'utf-8' codec can't decode byte 0xc4 in position 10: invalid continuation byte
+        """
+        # Create mock PDF binary data (with non-UTF-8 bytes)
+        # PDF files start with %PDF- and contain binary data
+        mock_pdf_content = b"%PDF-1.4\n%\xc4\xe5\xf2\xe5\xeb\xa7\xf3\xa0\xd0\xc4\xc6\n"
+        mock_pdf_content += b"\x00\x01\x02\x03\xff\xfe\xfd" * 100  # Add more binary data
+        
+        # Create file object
+        file_obj = io.BytesIO(mock_pdf_content)
+        file_obj.name = "test_document.pdf"
+        
+        # Create file request
+        create_file_data: CreateFileRequest = {
+            "file": file_obj,
+            "purpose": "user_data",
+        }
+        
+        # Transform the request
+        transformed_request = self.vertex_config.transform_create_file_request(
+            model="vertex_ai/gemini-flash",
+            create_file_data=create_file_data,
+            optional_params={},
+            litellm_params={},
+        )
+        
+        # Verify the transformation returns bytes (not string)
+        assert isinstance(transformed_request, bytes), (
+            f"Expected bytes for binary file, got {type(transformed_request)}"
+        )
+        
+        # Verify the bytes match the original content
+        assert transformed_request == mock_pdf_content, (
+            "Transformed request should preserve binary content exactly"
+        )
+        
+        # Verify that the bytes contain non-UTF-8 characters
+        # This should raise UnicodeDecodeError if we try to decode
+        with pytest.raises(UnicodeDecodeError):
+            transformed_request.decode("utf-8")
+
+    @pytest.mark.asyncio
+    async def test_image_file_upload_bytes_handling(self):
+        """Test that image binary data (PNG) is correctly handled"""
+        # Create mock PNG binary data (PNG signature + some binary data)
+        mock_png_content = b"\x89PNG\r\n\x1a\n\x00\x00\x00\rIHDR"
+        mock_png_content += b"\x00\x01\x02\x03\xff\xfe\xfd" * 50
+        
+        file_obj = io.BytesIO(mock_png_content)
+        file_obj.name = "test_image.png"
+        
+        create_file_data: CreateFileRequest = {
+            "file": file_obj,
+            "purpose": "user_data",
+        }
+        
+        transformed_request = self.vertex_config.transform_create_file_request(
+            model="vertex_ai/gemini-flash",
+            create_file_data=create_file_data,
+            optional_params={},
+            litellm_params={},
+        )
+        
+        # Verify bytes are preserved
+        assert isinstance(transformed_request, bytes)
+        assert transformed_request == mock_png_content
+
+    @pytest.mark.asyncio
+    async def test_http_handler_accepts_bytes_without_decoding(self):
+        """
+        Test that httpx correctly accepts binary data without decoding.
+        
+        This test verifies that bytes can be passed to httpx's post/put methods
+        without needing UTF-8 decoding, which is the core of our fix.
+        """
+        # Create mock binary data with non-UTF-8 bytes
+        mock_binary_data = b"\x00\x01\x02\x03\xff\xfe\xfd\xc4\xe5\xf2"
+        
+        # Test that httpx accepts bytes in the data parameter
+        # We're testing the behavior, not making an actual request
+        
+        # Verify that attempting to decode would fail (proving it's binary)
+        with pytest.raises(UnicodeDecodeError):
+            mock_binary_data.decode("utf-8")
+        
+        # Verify that httpx Request accepts bytes
+        try:
+            request = httpx.Request(
+                method="POST",
+                url="https://example.com/upload",
+                data=mock_binary_data,
+                headers={"Content-Type": "application/octet-stream"},
+            )
+            # If we get here, httpx accepts bytes - which is what we need
+            assert request.content == mock_binary_data
+        except Exception as e:
+            pytest.fail(f"httpx should accept bytes in data parameter: {e}")
+        
+        # Document the expected behavior
+        assert isinstance(mock_binary_data, bytes), (
+            "Binary file data should remain as bytes"
+        )
+
+    @pytest.mark.asyncio
+    async def test_jsonl_file_upload_returns_string(self):
+        """
+        Test that JSONL files (text) are correctly transformed to strings.
+        
+        This ensures we handle both binary and text files correctly.
+        """
+        # Create mock JSONL content
+        mock_jsonl_content = (
+            '{"custom_id": "req-1", "method": "POST", "url": "/v1/chat/completions", '
+            '"body": {"model": "gemini-flash", "messages": [{"role": "user", "content": "Hello"}]}}\n'
+        )
+        
+        file_obj = io.BytesIO(mock_jsonl_content.encode("utf-8"))
+        file_obj.name = "batch_requests.jsonl"
+        
+        create_file_data: CreateFileRequest = {
+            "file": file_obj,
+            "purpose": "batch",
+        }
+        
+        transformed_request = self.vertex_config.transform_create_file_request(
+            model="vertex_ai/gemini-flash",
+            create_file_data=create_file_data,
+            optional_params={},
+            litellm_params={},
+        )
+        
+        # JSONL files should be transformed to string
+        assert isinstance(transformed_request, str), (
+            f"Expected string for JSONL file, got {type(transformed_request)}"
+        )
+
+    @pytest.mark.asyncio
+    async def test_mixed_file_types_in_sequence(self):
+        """
+        Test uploading different file types in sequence to ensure no state pollution.
+        """
+        # Test 1: Upload binary file
+        binary_content = b"\x00\x01\x02\x03\xff\xfe\xfd"
+        binary_file = io.BytesIO(binary_content)
+        binary_file.name = "binary.dat"
+        
+        binary_request: CreateFileRequest = {
+            "file": binary_file,
+            "purpose": "user_data",
+        }
+        
+        result1 = self.vertex_config.transform_create_file_request(
+            model="vertex_ai/gemini-flash",
+            create_file_data=binary_request,
+            optional_params={},
+            litellm_params={},
+        )
+        assert isinstance(result1, bytes)
+        
+        # Test 2: Upload JSONL file
+        jsonl_content = '{"test": "data"}\n'
+        jsonl_file = io.BytesIO(jsonl_content.encode("utf-8"))
+        jsonl_file.name = "batch.jsonl"
+        
+        jsonl_request: CreateFileRequest = {
+            "file": jsonl_file,
+            "purpose": "batch",
+        }
+        
+        result2 = self.vertex_config.transform_create_file_request(
+            model="vertex_ai/gemini-flash",
+            create_file_data=jsonl_request,
+            optional_params={},
+            litellm_params={},
+        )
+        assert isinstance(result2, str)
+        
+        # Test 3: Upload another binary file
+        binary_content2 = b"\xc4\xe5\xf2\xe5\xeb"
+        binary_file2 = io.BytesIO(binary_content2)
+        binary_file2.name = "binary2.dat"
+        
+        binary_request2: CreateFileRequest = {
+            "file": binary_file2,
+            "purpose": "user_data",
+        }
+        
+        result3 = self.vertex_config.transform_create_file_request(
+            model="vertex_ai/gemini-flash",
+            create_file_data=binary_request2,
+            optional_params={},
+            litellm_params={},
+        )
+        assert isinstance(result3, bytes)
+
+    def test_bytes_type_preservation_documentation(self):
+        """
+        Documentation test: Verify that bytes are the correct type for binary uploads.
+        
+        This test documents the expected behavior:
+        - Binary files (PDF, images, etc.) should remain as bytes
+        - Text files (JSONL) should be strings
+        - httpx accepts both bytes and strings in the 'data' parameter
+        - bytes should NEVER be decoded to UTF-8 for binary files
+        """
+        # This is a documentation test - it always passes
+        # but serves as a reference for the expected behavior
+        
+        expected_behavior = {
+            "binary_files": {
+                "input_type": "bytes",
+                "output_type": "bytes",
+                "examples": ["PDF", "PNG", "JPEG", "binary data"],
+                "http_method": "POST or PUT",
+                "encoding": "none - preserve raw bytes",
+            },
+            "text_files": {
+                "input_type": "str or bytes",
+                "output_type": "str",
+                "examples": ["JSONL", "CSV", "TXT"],
+                "http_method": "POST",
+                "encoding": "UTF-8",
+            },
+        }
+        
+        assert expected_behavior["binary_files"]["encoding"] == "none - preserve raw bytes"
+        assert expected_behavior["text_files"]["encoding"] == "UTF-8"
diff --git a/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py b/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py
index 061e27da919..9588c3b55c3 100644
--- a/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py
+++ b/tests/test_litellm/proxy/agent_endpoints/test_a2a_endpoints.py
@@ -49,18 +49,20 @@ async def test_invoke_agent_a2a_adds_litellm_data():
 
     # Mock request
     mock_request = MagicMock()
-    mock_request.json = AsyncMock(return_value={
-        "jsonrpc": "2.0",
-        "id": "test-id",
-        "method": "message/send",
-        "params": {
-            "message": {
-                "role": "user",
-                "parts": [{"kind": "text", "text": "Hello"}],
-                "messageId": "msg-123",
-            }
-        },
-    })
+    mock_request.json = AsyncMock(
+        return_value={
+            "jsonrpc": "2.0",
+            "id": "test-id",
+            "method": "message/send",
+            "params": {
+                "message": {
+                    "role": "user",
+                    "parts": [{"kind": "text", "text": "Hello"}],
+                    "messageId": "msg-123",
+                }
+            },
+        }
+    )
 
     mock_user_api_key_dict = UserAPIKeyAuth(
         api_key="sk-test-key",
@@ -77,40 +79,44 @@ async def test_invoke_agent_a2a_adds_litellm_data():
             SendMessageRequest,
             SendStreamingMessageRequest,
         )
+
         # Real types available - use them
-        use_real_types = True
+        pass
     except ImportError:
         # Real types not available - create realistic mocks
-        use_real_types = False
-        
+        pass
+
         def make_mock_pydantic_class(name):
             """Create a mock class that behaves like a Pydantic model."""
+
             class MockPydanticClass:
                 def __init__(self, **kwargs):
                     self.__dict__.update(kwargs)
                     # Store kwargs for model_dump() if needed
                     self._kwargs = kwargs
-                
+
                 def model_dump(self, mode="json", exclude_none=False):
                     """Mock model_dump method."""
                     result = dict(self._kwargs)
                     if exclude_none:
                         result = {k: v for k, v in result.items() if v is not None}
                     return result
-            
+
             MockPydanticClass.__name__ = name
             return MockPydanticClass
-        
+
         MessageSendParams = make_mock_pydantic_class("MessageSendParams")
         SendMessageRequest = make_mock_pydantic_class("SendMessageRequest")
-        SendStreamingMessageRequest = make_mock_pydantic_class("SendStreamingMessageRequest")
-    
+        SendStreamingMessageRequest = make_mock_pydantic_class(
+            "SendStreamingMessageRequest"
+        )
+
     # Create a mock module for a2a.types
     mock_a2a_types = MagicMock()
     mock_a2a_types.MessageSendParams = MessageSendParams
     mock_a2a_types.SendMessageRequest = SendMessageRequest
     mock_a2a_types.SendStreamingMessageRequest = SendStreamingMessageRequest
-    
+
     # Patch at the source modules
     with patch(
         "litellm.proxy.agent_endpoints.a2a_endpoints._get_agent",
@@ -137,12 +143,15 @@ async def test_invoke_agent_a2a_adds_litellm_data():
     ), patch.dict(
         sys.modules,
         {"a2a": MagicMock(), "a2a.types": mock_a2a_types},
+    ), patch(
+        "litellm.a2a_protocol.main.A2A_SDK_AVAILABLE",
+        True,
     ):
         from litellm.proxy.agent_endpoints.a2a_endpoints import invoke_agent_a2a
 
         mock_fastapi_response = MagicMock()
 
-        result = await invoke_agent_a2a(
+        await invoke_agent_a2a(
             agent_id="test-agent",
             request=mock_request,
             fastapi_response=mock_fastapi_response,
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 4651bf59b40..b86f927ea00 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
@@ -856,3 +856,97 @@ def test_create_file_without_expires_after(mocker: MockerFixture, monkeypatch, l
     result = response.json()
     assert result["id"] == "file-abc123"
     assert result["purpose"] == "fine-tune"
+
+
+def test_managed_files_with_loadbalancing(mocker: MockerFixture, monkeypatch, llm_router: Router):
+    """
+    Test that managed files work with loadbalancing when both target_model_names
+    and enable_loadbalancing_on_batch_endpoints are enabled.
+    
+    This ensures that the priority order is correct:
+    - managed files should take precedence over deprecated loadbalancing
+    - managed files internally use llm_router.acreate_file() which provides loadbalancing
+    """
+    from litellm.llms.base_llm.files.transformation import BaseFileEndpoints
+    from litellm.types.llms.openai import OpenAIFileObject
+    
+    # Enable loadbalancing on batch endpoints
+    monkeypatch.setattr("litellm.enable_loadbalancing_on_batch_endpoints", True)
+    
+    proxy_logging_obj = ProxyLogging(
+        user_api_key_cache=DualCache(default_in_memory_ttl=1)
+    )
+    proxy_logging_obj._add_proxy_hooks(llm_router)
+    
+    # Track calls to verify loadbalancing through router
+    router_acreate_file_calls = []
+    
+    class ManagedFilesWithLoadbalancing(BaseFileEndpoints):
+        async def acreate_file(self, llm_router, create_file_request, target_model_names_list, litellm_parent_otel_span, user_api_key_dict):
+            # Verify we receive the target model names
+            assert len(target_model_names_list) > 0, "Should have target_model_names_list"
+            
+            # Simulate what managed files does - call llm_router.acreate_file for each model
+            # This is where loadbalancing happens internally
+            for model in target_model_names_list:
+                router_acreate_file_calls.append({
+                    "model": model,
+                    "via_router": True
+                })
+            
+            # Return a managed file ID (base64 encoded)
+            return OpenAIFileObject(
+                id="litellm_managed_file_abc123",
+                object="file",
+                bytes=100,
+                created_at=1234567890,
+                filename="batch_data.jsonl",
+                purpose="batch",
+                status="uploaded",
+            )
+        
+        async def afile_retrieve(self, file_id, litellm_parent_otel_span, llm_router):
+            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, llm_router, **data):
+            raise NotImplementedError("Not implemented for test")
+        
+        async def afile_content(self, file_id, litellm_parent_otel_span, llm_router, **data):
+            raise NotImplementedError("Not implemented for test")
+    
+    proxy_logging_obj.proxy_hook_mapping["managed_files"] = ManagedFilesWithLoadbalancing()
+    monkeypatch.setattr("litellm.proxy.proxy_server.llm_router", llm_router)
+    monkeypatch.setattr(
+        "litellm.proxy.proxy_server.proxy_logging_obj", proxy_logging_obj
+    )
+    
+    # Create batch file content
+    test_file_content = b'{"custom_id": "request-1", "method": "POST", "url": "/v1/chat/completions", "body": {"model": "gpt-3.5-turbo", "messages": [{"role": "user", "content": "Hello"}]}}'
+    test_file = ("batch_data.jsonl", test_file_content, "application/jsonl")
+    
+    # Make request with both target_model_names AND enable_loadbalancing_on_batch_endpoints
+    response = client.post(
+        "/v1/files",
+        files={"file": test_file},
+        data={
+            "purpose": "batch",
+            "target_model_names": "azure-gpt-3-5-turbo,gpt-3.5-turbo",  # Multiple models
+        },
+        headers={"Authorization": "Bearer test-key"},
+    )
+    
+    # Verify success
+    assert response.status_code == 200
+    result = response.json()
+    assert result["id"] == "litellm_managed_file_abc123"
+    assert result["purpose"] == "batch"
+    
+    # Verify that managed files was called (via router for loadbalancing)
+    # This proves that managed files took precedence over deprecated loadbalancing
+    assert len(router_acreate_file_calls) == 2, "Should have called router for both models"
+    assert router_acreate_file_calls[0]["model"] == "azure-gpt-3-5-turbo"
+    assert router_acreate_file_calls[1]["model"] == "gpt-3.5-turbo"
+    assert all(call["via_router"] for call in router_acreate_file_calls), "All calls should go through router"
diff --git a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
index 352e84719f1..558fe18ae38 100644
--- a/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
+++ b/tests/test_litellm/proxy/vector_store_endpoints/test_vector_store_endpoints.py
@@ -1051,6 +1051,189 @@ async def test_vector_store_synchronization_across_instances():
     )
 
 
+@pytest.mark.asyncio
+async def test_vector_store_update_and_list_synchronization():
+    """
+    Test that vector store updates are properly synchronized across multiple instances.
+    
+    This test simulates the scenario where:
+    1. Instance 1 creates a vector store
+    2. Instance 2 caches it in memory
+    3. Instance 1 updates the vector store in the database
+    4. Instance 2 should see the updated data when listing (database is source of truth)
+    
+    This is a regression test to prevent the bug where Instance 2 would show
+    stale cached data instead of the updated database version.
+    """
+    from datetime import datetime, timezone
+    from unittest.mock import AsyncMock, MagicMock
+
+    from litellm.types.vector_stores import LiteLLM_ManagedVectorStore
+    from litellm.vector_stores.vector_store_registry import VectorStoreRegistry
+
+    # Simulate two instances with separate in-memory registries
+    instance_1_registry = VectorStoreRegistry(vector_stores=[])
+    instance_2_registry = VectorStoreRegistry(vector_stores=[])
+    
+    # Mock database that both instances share
+    mock_db_vector_stores = []
+    
+    async def mock_find_many(order=None):
+        """Mock find_many for listing vector stores"""
+        result = []
+        for vs in mock_db_vector_stores:
+            class MockVectorStore:
+                def __init__(self, data):
+                    for key, value in data.items():
+                        setattr(self, key, value)
+                    self._data = data
+                
+                def __iter__(self):
+                    return iter(self._data.items())
+            result.append(MockVectorStore(vs))
+        return result
+    
+    async def mock_create(data):
+        """Mock create for adding vector store to DB"""
+        vector_store = data.copy()
+        mock_db_vector_stores.append(vector_store)
+        mock_obj = MagicMock()
+        mock_obj.model_dump.return_value = vector_store
+        return mock_obj
+    
+    async def mock_update(where, data):
+        """Mock update for modifying vector store in DB"""
+        vector_store_id = where.get("vector_store_id")
+        for i, vs in enumerate(mock_db_vector_stores):
+            if vs.get("vector_store_id") == vector_store_id:
+                # Update the vector store
+                mock_db_vector_stores[i].update(data)
+                mock_obj = MagicMock()
+                mock_obj.model_dump.return_value = mock_db_vector_stores[i]
+                return mock_obj
+        raise Exception(f"Vector store {vector_store_id} not found")
+    
+    # Create mock prisma client
+    mock_prisma_client = MagicMock()
+    mock_prisma_client.db.litellm_managedvectorstorestable.find_many = AsyncMock(
+        side_effect=mock_find_many
+    )
+    mock_prisma_client.db.litellm_managedvectorstorestable.create = AsyncMock(
+        side_effect=mock_create
+    )
+    mock_prisma_client.db.litellm_managedvectorstorestable.update = AsyncMock(
+        side_effect=mock_update
+    )
+    
+    # Test vector store data
+    test_vector_store_id = "test-update-store-001"
+    original_name = "Original Name"
+    updated_name = "Updated Name"
+    
+    test_vector_store: LiteLLM_ManagedVectorStore = {
+        "vector_store_id": test_vector_store_id,
+        "custom_llm_provider": "bedrock",
+        "vector_store_name": original_name,
+        "vector_store_description": "Testing update synchronization",
+        "litellm_params": {
+            "vector_store_id": test_vector_store_id,
+            "custom_llm_provider": "bedrock",
+            "region_name": "us-east-1"
+        },
+        "created_at": datetime.now(timezone.utc),
+        "updated_at": datetime.now(timezone.utc),
+    }
+    
+    # Step 1: Create vector store on Instance 1
+    await mock_prisma_client.db.litellm_managedvectorstorestable.create(
+        data=test_vector_store
+    )
+    instance_1_registry.add_vector_store_to_registry(vector_store=test_vector_store)
+    
+    # Step 2: Instance 2 fetches and caches the vector store
+    vector_stores_from_db = await VectorStoreRegistry._get_vector_stores_from_db(
+        prisma_client=mock_prisma_client
+    )
+    for vs in vector_stores_from_db:
+        if vs.get("vector_store_id") == test_vector_store_id:
+            instance_2_registry.add_vector_store_to_registry(vector_store=vs)
+    
+    # Verify both instances have the original data
+    instance_1_vs = instance_1_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    )
+    instance_2_vs = instance_2_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    )
+    assert instance_1_vs.get("vector_store_name") == original_name
+    assert instance_2_vs.get("vector_store_name") == original_name
+    
+    # Step 3: Instance 1 updates the vector store in the database
+    # (Simulating what happens in update_vector_store endpoint)
+    update_data = {"vector_store_name": updated_name}
+    await mock_prisma_client.db.litellm_managedvectorstorestable.update(
+        where={"vector_store_id": test_vector_store_id},
+        data=update_data
+    )
+    
+    # Instance 1 updates its own cache
+    updated_vs_instance_1 = test_vector_store.copy()
+    updated_vs_instance_1["vector_store_name"] = updated_name
+    instance_1_registry.update_vector_store_in_registry(
+        vector_store_id=test_vector_store_id,
+        updated_data=updated_vs_instance_1
+    )
+    
+    # Verify Instance 1 has the updated data
+    instance_1_vs_after_update = instance_1_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    )
+    assert instance_1_vs_after_update.get("vector_store_name") == updated_name
+    
+    # Verify Instance 2 still has stale data in cache
+    instance_2_vs_before_list = instance_2_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    )
+    assert instance_2_vs_before_list.get("vector_store_name") == original_name, (
+        "Instance 2 should still have stale cached data before list operation"
+    )
+    
+    # Step 4: Instance 2 calls list endpoint (which should sync with database)
+    # This simulates what list_vector_stores endpoint does
+    vector_stores_from_db_after_update = await VectorStoreRegistry._get_vector_stores_from_db(
+        prisma_client=mock_prisma_client
+    )
+    
+    # Build map from database vector stores (database is source of truth)
+    vector_store_map = {}
+    for vector_store in vector_stores_from_db_after_update:
+        vector_store_id = vector_store.get("vector_store_id")
+        if vector_store_id:
+            vector_store_map[vector_store_id] = vector_store
+            
+            # Update in-memory registry with database versions (this is the key fix)
+            instance_2_registry.update_vector_store_in_registry(
+                vector_store_id=vector_store_id,
+                updated_data=vector_store
+            )
+    
+    # Step 5: Verify Instance 2 now has the updated data
+    instance_2_vs_after_list = instance_2_registry.get_litellm_managed_vector_store_from_registry(
+        test_vector_store_id
+    )
+    assert instance_2_vs_after_list.get("vector_store_name") == updated_name, (
+        "Instance 2 should have updated data after list operation syncs with database"
+    )
+    
+    # Verify the list returned the correct data
+    combined_vector_stores = list(vector_store_map.values())
+    assert len(combined_vector_stores) == 1
+    assert combined_vector_stores[0].get("vector_store_id") == test_vector_store_id
+    assert combined_vector_stores[0].get("vector_store_name") == updated_name, (
+        "List should return updated data from database"
+    )
+
+
 @pytest.mark.asyncio
 async def test_resolve_embedding_config_from_db():
     """Test that _resolve_embedding_config_from_db correctly resolves embedding config from database."""
diff --git a/ui/litellm-dashboard/build_release_ui.sh b/ui/litellm-dashboard/build_release_ui.sh
new file mode 100755
index 00000000000..4f1168502c6
--- /dev/null
+++ b/ui/litellm-dashboard/build_release_ui.sh
@@ -0,0 +1,22 @@
+#!/bin/bash
+set -e
+
+destination_dir="../../litellm/proxy/_experimental/out"
+
+chmod +x ./build_ui.sh
+./build_ui.sh
+
+commit_message="chore: update Next.js build artifacts ($(date -u +"%Y-%m-%d %H:%M UTC"), node $(node -v))"
+
+if git rev-parse --is-inside-work-tree > /dev/null 2>&1; then
+  git add -f "$destination_dir"/
+
+  if ! git diff --cached --quiet; then
+    git commit -m "$commit_message"
+    echo "Git commit created."
+  else
+    echo "No changes to commit."
+  fi
+else
+  echo "Not a git repository. Skipping commit."
+fi
diff --git a/ui/litellm-dashboard/src/app/(dashboard)/hooks/teams/useTeams.ts b/ui/litellm-dashboard/src/app/(dashboard)/hooks/teams/useTeams.ts
index 1e29e6ef435..fb2a002787b 100644
--- a/ui/litellm-dashboard/src/app/(dashboard)/hooks/teams/useTeams.ts
+++ b/ui/litellm-dashboard/src/app/(dashboard)/hooks/teams/useTeams.ts
@@ -152,7 +152,7 @@ const deletedTeamListCall = async (
         .map(([key, value]) => [key, String(value)]),
     );
 
-    const url = `${baseUrl ? `${baseUrl}/team/list` : "/team/list"}?${params}`;
+    const url = `${baseUrl ? `${baseUrl}/v2/team/list` : "/v2/team/list"}?${params}`;
 
     const response = await fetch(url, {
       method: "GET",
diff --git a/ui/litellm-dashboard/src/app/page.tsx b/ui/litellm-dashboard/src/app/page.tsx
index ac019a7a8c5..8a56287e156 100644
--- a/ui/litellm-dashboard/src/app/page.tsx
+++ b/ui/litellm-dashboard/src/app/page.tsx
@@ -17,7 +17,7 @@ import { Team } from "@/components/key_team_helpers/key_list";
 import { MCPServers } from "@/components/mcp_tools";
 import ModelHubTable from "@/components/AIHub/ModelHubTable";
 import Navbar from "@/components/navbar";
-import { getUiConfig, Organization, proxyBaseUrl, setGlobalLitellmHeaderName } from "@/components/networking";
+import { getUiConfig, Organization, proxyBaseUrl, setGlobalLitellmHeaderName, getInProductNudgesCall } from "@/components/networking";
 import NewUsagePage from "@/components/UsagePage/components/UsagePageView";
 import OldTeams from "@/components/OldTeams";
 import { fetchUserModels } from "@/components/organisms/create_key_button";
@@ -27,7 +27,7 @@ import PromptsPanel from "@/components/prompts";
 import PublicModelHub from "@/components/public_model_hub";
 import { SearchTools } from "@/components/search_tools";
 import Settings from "@/components/settings";
-import { SurveyPrompt, SurveyModal } from "@/components/survey";
+import { SurveyPrompt, SurveyModal, ClaudeCodePrompt, ClaudeCodeModal } from "@/components/survey";
 import TagManagement from "@/components/tag_management";
 import TransformRequestPanel from "@/components/transform_request";
 import UIThemeSettings from "@/components/ui_theme_settings";
@@ -124,6 +124,11 @@ export default function CreateKeyPage() {
   const [showSurveyPrompt, setShowSurveyPrompt] = useState(true);
   const [showSurveyModal, setShowSurveyModal] = useState(false);
 
+  // Claude Code feedback state
+  const [isClaudeCode, setIsClaudeCode] = useState(false);
+  const [showClaudeCodePrompt, setShowClaudeCodePrompt] = useState(false);
+  const [showClaudeCodeModal, setShowClaudeCodeModal] = useState(false);
+
   const invitation_id = searchParams.get("invitation_id");
 
   // Get page from URL, default to 'api-keys' if not present
@@ -267,6 +272,29 @@ export default function CreateKeyPage() {
     }
   }, [accessToken, userID, userRole]);
 
+  // Fetch in-product nudges configuration from backend
+  useEffect(() => {
+    if (accessToken && token) {
+      (async () => {
+        try {
+          const nudgesConfig = await getInProductNudgesCall(accessToken);
+          const isUsingClaudeCode = nudgesConfig?.is_claude_code_enabled || false;
+          setIsClaudeCode(isUsingClaudeCode);
+          
+          // Show Claude Code prompt on login if enabled
+          if (isUsingClaudeCode) {
+            setShowClaudeCodePrompt(true);
+            // Don't show the regular survey prompt if showing Claude Code prompt
+            setShowSurveyPrompt(false);
+          }
+        } catch (error) {
+          console.error("Failed to fetch in-product nudges:", error);
+          // Silently fail and don't show Claude Code nudge
+        }
+      })();
+    }
+  }, [accessToken, token]);
+
   // Auto-dismiss survey prompt after 15 seconds
   useEffect(() => {
     if (showSurveyPrompt && !showSurveyModal) {
@@ -277,6 +305,16 @@ export default function CreateKeyPage() {
     }
   }, [showSurveyPrompt, showSurveyModal]);
 
+  // Auto-dismiss Claude Code prompt after 15 seconds
+  useEffect(() => {
+    if (showClaudeCodePrompt && !showClaudeCodeModal) {
+      const timer = setTimeout(() => {
+        setShowClaudeCodePrompt(false);
+      }, 15000);
+      return () => clearTimeout(timer);
+    }
+  }, [showClaudeCodePrompt, showClaudeCodeModal]);
+
   const handleOpenSurvey = () => {
     setShowSurveyPrompt(false);
     setShowSurveyModal(true);
@@ -296,6 +334,25 @@ export default function CreateKeyPage() {
     setShowSurveyPrompt(true);
   };
 
+  const handleOpenClaudeCode = () => {
+    setShowClaudeCodePrompt(false);
+    setShowClaudeCodeModal(true);
+  };
+
+  const handleDismissClaudeCodePrompt = () => {
+    setShowClaudeCodePrompt(false);
+  };
+
+  const handleClaudeCodeComplete = () => {
+    setShowClaudeCodeModal(false);
+  };
+
+  const handleClaudeCodeModalClose = () => {
+    // If they close the modal without completing, show the prompt again
+    setShowClaudeCodeModal(false);
+    setShowClaudeCodePrompt(true);
+  };
+
   if (authLoading || redirectToLogin) {
     return <LoadingScreen />;
   }
@@ -503,6 +560,18 @@ export default function CreateKeyPage() {
                 onClose={handleSurveyModalClose}
                 onComplete={handleSurveyComplete}
               />
+
+              {/* Claude Code Components */}
+              <ClaudeCodePrompt
+                isVisible={showClaudeCodePrompt}
+                onOpen={handleOpenClaudeCode}
+                onDismiss={handleDismissClaudeCodePrompt}
+              />
+              <ClaudeCodeModal
+                isOpen={showClaudeCodeModal}
+                onClose={handleClaudeCodeModalClose}
+                onComplete={handleClaudeCodeComplete}
+              />
             </div>
           )}
         </ThemeProvider>
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
index 7b8fcc4896f..32882341921 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/EntityUsage/EntityUsage.tsx
@@ -24,7 +24,6 @@ import {
 } from "@tremor/react";
 import React, { useEffect, useState } from "react";
 import { ActivityMetrics, processActivityData } from "../../../activity_metrics";
-import NewBadge from "../../../common_components/NewBadge";
 import { UsageExportHeader } from "../../../EntityUsageExport";
 import type { EntityType } from "../../../EntityUsageExport/types";
 import {
@@ -395,14 +394,12 @@ const EntityUsage: React.FC<EntityUsageProps> = ({ accessToken, entityType, enti
         teams={teams || []}
       />
       <TabGroup>
-        <NewBadge>
-          <TabList variant="solid" className="mt-1">
-            <Tab>Cost</Tab>
-            <Tab>{entityType === "agent" ? "Request / Token Consumption" : "Model Activity"}</Tab>
-            <Tab>Key Activity</Tab>
-            <Tab>Endpoint Activity</Tab>
-          </TabList>
-        </NewBadge>
+        <TabList variant="solid" className="mt-1">
+          <Tab>Cost</Tab>
+          <Tab>{entityType === "agent" ? "Request / Token Consumption" : "Model Activity"}</Tab>
+          <Tab>Key Activity</Tab>
+          <Tab>Endpoint Activity</Tab>
+        </TabList>
         <TabPanels>
           <TabPanel>
             <Grid numItems={2} className="gap-2 w-full">
diff --git a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
index aaecbd063b5..88385248b6e 100644
--- a/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
+++ b/ui/litellm-dashboard/src/components/UsagePage/components/UsagePageView.tsx
@@ -39,7 +39,6 @@ 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 NewBadge from "../../common_components/NewBadge";
 import EntityUsageExportModal from "../../EntityUsageExport";
 import { Team } from "../../key_team_helpers/key_list";
 import { Organization, tagListCall, userDailyActivityAggregatedCall, userDailyActivityCall } from "../../networking";
@@ -438,15 +437,13 @@ const UsagePage: React.FC<UsagePageProps> = ({ teams, organizations }) => {
           {usageView === "global" && (
             <TabGroup>
               <div className="flex justify-between items-center">
-                <NewBadge>
-                  <TabList variant="solid" className="mt-1">
-                    <Tab>Cost</Tab>
-                    <Tab>Model Activity</Tab>
-                    <Tab>Key Activity</Tab>
-                    <Tab>MCP Server Activity</Tab>
-                    <Tab>Endpoint Activity</Tab>
-                  </TabList>
-                </NewBadge>
+                <TabList variant="solid" className="mt-1">
+                  <Tab>Cost</Tab>
+                  <Tab>Model Activity</Tab>
+                  <Tab>Key Activity</Tab>
+                  <Tab>MCP Server Activity</Tab>
+                  <Tab>Endpoint Activity</Tab>
+                </TabList>
                 <Button
                   onClick={() => setIsGlobalExportModalOpen(true)}
                   icon={() => (
@@ -604,21 +601,19 @@ const UsagePage: React.FC<UsagePageProps> = ({ teams, organizations }) => {
                           />
                           <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"
-                              }`}
+                              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"
-                              }`}
+                              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
diff --git a/ui/litellm-dashboard/src/components/leftnav.tsx b/ui/litellm-dashboard/src/components/leftnav.tsx
index 69374528e99..5bd756f1d1d 100644
--- a/ui/litellm-dashboard/src/components/leftnav.tsx
+++ b/ui/litellm-dashboard/src/components/leftnav.tsx
@@ -7,6 +7,7 @@ import {
   BarChartOutlined,
   BgColorsOutlined,
   BlockOutlined,
+  BookOutlined,
   CreditCardOutlined,
   DatabaseOutlined,
   ExperimentOutlined,
@@ -47,6 +48,7 @@ interface MenuItem {
   roles?: string[];
   children?: MenuItem[];
   icon?: React.ReactNode;
+  external_url?: string;
 }
 
 // Group configuration
@@ -152,16 +154,16 @@ const Sidebar: React.FC<SidebarProps> = ({ setPage, defaultSelectedKey, collapse
           page: "new_usage",
           icon: <BarChartOutlined />,
           roles: [...all_admin_roles, ...internalUserRoles],
-          label: (
-            <span className="flex items-center gap-4">
-              Usage <NewBadge />
-            </span>
-          ),
+          label: "Usage",
         },
         {
           key: "logs",
           page: "logs",
-          label: "Logs",
+          label: (
+            <span className="flex items-center gap-4">
+              Logs <NewBadge />
+            </span>
+          ),
           icon: <LineChartOutlined />,
         },
       ],
@@ -213,6 +215,13 @@ const Sidebar: React.FC<SidebarProps> = ({ setPage, defaultSelectedKey, collapse
           label: "AI Hub",
           icon: <AppstoreOutlined />,
         },
+        {
+          key: "learning-resources",
+          page: "learning-resources",
+          label: "Learning Resources",
+          icon: <BookOutlined />,
+          external_url: "https://models.litellm.ai/cookbook",
+        },
         {
           key: "experimental",
           page: "experimental",
@@ -252,7 +261,7 @@ const Sidebar: React.FC<SidebarProps> = ({ setPage, defaultSelectedKey, collapse
               page: "usage",
               label: "Old Usage",
               icon: <BarChartOutlined />,
-            },
+            }
           ],
         },
       ],
@@ -364,9 +373,23 @@ const Sidebar: React.FC<SidebarProps> = ({ setPage, defaultSelectedKey, collapse
             key: child.key,
             icon: child.icon,
             label: child.label,
-            onClick: () => navigateToPage(child.page),
+            onClick: () => {
+              if (child.external_url) {
+                window.open(child.external_url, "_blank");
+              } else {
+                navigateToPage(child.page);
+              }
+            },
           })),
-          onClick: !item.children ? () => navigateToPage(item.page) : undefined,
+          onClick: !item.children
+            ? () => {
+                if (item.external_url) {
+                  window.open(item.external_url, "_blank");
+                } else {
+                  navigateToPage(item.page);
+                }
+              }
+            : undefined,
         })),
       });
     });
diff --git a/ui/litellm-dashboard/src/components/networking.tsx b/ui/litellm-dashboard/src/components/networking.tsx
index 82894dfb0e2..c975877d06c 100644
--- a/ui/litellm-dashboard/src/components/networking.tsx
+++ b/ui/litellm-dashboard/src/components/networking.tsx
@@ -35,6 +35,36 @@ export const getCallbackConfigsCall = async (accessToken: string) => {
     throw error;
   }
 };
+
+export const getInProductNudgesCall = async (accessToken: string) => {
+  /**
+   * Get in-product nudges configuration.
+   */
+  try {
+    let url = proxyBaseUrl ? `${proxyBaseUrl}/in_product_nudges` : `/in_product_nudges`;
+
+    const response = await fetch(url, {
+      method: "GET",
+      headers: {
+        [globalLitellmHeaderName]: `Bearer ${accessToken}`,
+        "Content-Type": "application/json",
+      },
+    });
+
+    if (!response.ok) {
+      const errorData = await response.json();
+      const errorMessage = deriveErrorMessage(errorData);
+      handleError(errorMessage);
+      throw new Error(errorMessage);
+    }
+
+    const data = await response.json();
+    return data;
+  } catch (error) {
+    console.error("Failed to get in-product nudges:", error);
+    throw error;
+  }
+};
 /**
  * Helper file for calls being made to proxy
  */
diff --git a/ui/litellm-dashboard/src/components/survey/ClaudeCodeModal.tsx b/ui/litellm-dashboard/src/components/survey/ClaudeCodeModal.tsx
new file mode 100644
index 00000000000..eac5e8b7a41
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/survey/ClaudeCodeModal.tsx
@@ -0,0 +1,69 @@
+import React from "react";
+import { X, Code, ExternalLink } from "lucide-react";
+import { Button } from "antd";
+
+interface ClaudeCodeModalProps {
+  isOpen: boolean;
+  onClose: () => void;
+  onComplete: () => void;
+}
+
+const GOOGLE_FORM_URL = "https://forms.gle/LZeJQ3XytBakckYa9";
+
+export function ClaudeCodeModal({ isOpen, onClose, onComplete }: ClaudeCodeModalProps) {
+  if (!isOpen) return null;
+
+  const handleOpenForm = () => {
+    window.open(GOOGLE_FORM_URL, "_blank", "noopener,noreferrer");
+    onComplete();
+  };
+
+  return (
+    <div className="fixed inset-0 z-50 flex items-center justify-center p-4 sm:p-6">
+      {/* Backdrop */}
+      <div className="fixed inset-0 bg-black/40 backdrop-blur-sm" onClick={onClose} />
+
+      {/* Modal */}
+      <div className="relative w-full max-w-md bg-white rounded-xl shadow-2xl overflow-hidden transform transition-all duration-300 ease-out">
+        {/* Header */}
+        <div className="px-6 py-4 border-b border-gray-100 flex items-center justify-between bg-gray-50/50">
+          <div className="flex items-center gap-2 text-purple-600">
+            <Code className="h-5 w-5" />
+            <span className="font-semibold text-sm tracking-wide uppercase">Claude Code Feedback</span>
+          </div>
+          <button
+            onClick={onClose}
+            className="text-gray-400 hover:text-gray-600 transition-colors p-1 rounded-full hover:bg-gray-100"
+          >
+            <X className="h-5 w-5" />
+          </button>
+        </div>
+
+        {/* Content */}
+        <div className="p-8">
+          <h2 className="text-2xl font-bold text-gray-900 mb-4">
+            Help us improve your experience
+          </h2>
+          <p className="text-gray-600 mb-6">
+            We&apos;d love to hear about your experience using LiteLLM with Claude Code. Your feedback helps us improve the product for everyone.
+          </p>
+          <p className="text-sm text-gray-500 mb-6">
+            This brief survey takes about 2-3 minutes to complete.
+          </p>
+
+          <Button
+            type="primary"
+            size="large"
+            block
+            onClick={handleOpenForm}
+            icon={<ExternalLink className="h-4 w-4" />}
+            style={{ backgroundColor: '#7c3aed', borderColor: '#7c3aed' }}
+          >
+            Open Feedback Form
+          </Button>
+        </div>
+      </div>
+    </div>
+  );
+}
+
diff --git a/ui/litellm-dashboard/src/components/survey/ClaudeCodePrompt.tsx b/ui/litellm-dashboard/src/components/survey/ClaudeCodePrompt.tsx
new file mode 100644
index 00000000000..9006575ce0a
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/survey/ClaudeCodePrompt.tsx
@@ -0,0 +1,26 @@
+import React from "react";
+import { Code } from "lucide-react";
+import { NudgePrompt } from "./NudgePrompt";
+
+interface ClaudeCodePromptProps {
+  onOpen: () => void;
+  onDismiss: () => void;
+  isVisible: boolean;
+}
+
+export function ClaudeCodePrompt({ onOpen, onDismiss, isVisible }: ClaudeCodePromptProps) {
+  return (
+    <NudgePrompt
+      onOpen={onOpen}
+      onDismiss={onDismiss}
+      isVisible={isVisible}
+      title="Claude Code Feedback"
+      description="Help us improve your Claude Code experience with LiteLLM! Share your feedback in 4 quick questions."
+      buttonText="Share feedback"
+      icon={Code}
+      accentColor="#7c3aed"
+      buttonStyle={{ backgroundColor: '#7c3aed', borderColor: '#7c3aed' }}
+    />
+  );
+}
+
diff --git a/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx b/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx
new file mode 100644
index 00000000000..9095c6c21c5
--- /dev/null
+++ b/ui/litellm-dashboard/src/components/survey/NudgePrompt.tsx
@@ -0,0 +1,91 @@
+import React, { useEffect, useState } from "react";
+import { X, LucideIcon } from "lucide-react";
+import { Button } from "antd";
+
+interface NudgePromptProps {
+  onOpen: () => void;
+  onDismiss: () => void;
+  isVisible: boolean;
+  title: string;
+  description: string;
+  buttonText: string;
+  icon: LucideIcon;
+  accentColor: string;
+  buttonStyle?: React.CSSProperties;
+}
+
+const DISMISS_DURATION = 15000; // 15 seconds
+
+export function NudgePrompt({
+  onOpen,
+  onDismiss,
+  isVisible,
+  title,
+  description,
+  buttonText,
+  icon: Icon,
+  accentColor,
+  buttonStyle,
+}: NudgePromptProps) {
+  const [progress, setProgress] = useState(100);
+
+  useEffect(() => {
+    if (!isVisible) {
+      setProgress(100);
+      return;
+    }
+
+    const startTime = Date.now();
+    const interval = setInterval(() => {
+      const elapsed = Date.now() - startTime;
+      const remaining = Math.max(0, 100 - (elapsed / DISMISS_DURATION) * 100);
+      setProgress(remaining);
+
+      if (remaining <= 0) {
+        clearInterval(interval);
+      }
+    }, 50);
+
+    return () => clearInterval(interval);
+  }, [isVisible]);
+
+  if (!isVisible) return null;
+
+  return (
+    <div
+      className={`fixed bottom-6 right-6 z-40 w-80 bg-white rounded-lg shadow-xl border border-gray-200 overflow-hidden transform transition-all duration-300 ease-out ${
+        isVisible ? "translate-y-0 opacity-100 scale-100" : "translate-y-4 opacity-0 scale-95"
+      }`}
+    >
+      {/* Progress bar at top showing time remaining */}
+      <div className="h-1 bg-gray-100 w-full">
+        <div
+          className="h-full transition-all duration-100 ease-linear"
+          style={{ width: `${progress}%`, backgroundColor: accentColor }}
+        />
+      </div>
+
+      <div className="p-4">
+        <div className="flex items-start justify-between mb-2">
+          <div className="flex items-center gap-2" style={{ color: accentColor }}>
+            <Icon className="h-5 w-5" />
+            <span className="font-semibold text-sm">{title}</span>
+          </div>
+          <button
+            onClick={onDismiss}
+            className="text-gray-400 hover:text-gray-600 transition-colors p-0.5 rounded hover:bg-gray-100"
+          >
+            <X className="h-4 w-4" />
+          </button>
+        </div>
+
+        <p className="text-sm text-gray-600 mb-3">{description}</p>
+
+        <Button type="primary" block onClick={onOpen} style={buttonStyle}>
+          {buttonText}
+        </Button>
+      </div>
+    </div>
+  );
+}
+
diff --git a/ui/litellm-dashboard/src/components/survey/SurveyPrompt.tsx b/ui/litellm-dashboard/src/components/survey/SurveyPrompt.tsx
index 69a886bddeb..a41acb265a7 100644
--- a/ui/litellm-dashboard/src/components/survey/SurveyPrompt.tsx
+++ b/ui/litellm-dashboard/src/components/survey/SurveyPrompt.tsx
@@ -1,6 +1,6 @@
-import React, { useEffect, useState } from "react";
-import { MessageSquare, X } from "lucide-react";
-import { Button } from "antd";
+import React from "react";
+import { MessageSquare } from "lucide-react";
+import { NudgePrompt } from "./NudgePrompt";
 
 interface SurveyPromptProps {
   onOpen: () => void;
@@ -8,70 +8,18 @@ interface SurveyPromptProps {
   isVisible: boolean;
 }
 
-const DISMISS_DURATION = 15000; // 15 seconds
-
 export function SurveyPrompt({ onOpen, onDismiss, isVisible }: SurveyPromptProps) {
-  const [progress, setProgress] = useState(100);
-
-  useEffect(() => {
-    if (!isVisible) {
-      setProgress(100);
-      return;
-    }
-
-    const startTime = Date.now();
-    const interval = setInterval(() => {
-      const elapsed = Date.now() - startTime;
-      const remaining = Math.max(0, 100 - (elapsed / DISMISS_DURATION) * 100);
-      setProgress(remaining);
-
-      if (remaining <= 0) {
-        clearInterval(interval);
-      }
-    }, 50);
-
-    return () => clearInterval(interval);
-  }, [isVisible]);
-
-  if (!isVisible) return null;
-
   return (
-    <div
-      className={`fixed bottom-6 right-6 z-40 w-80 bg-white rounded-lg shadow-xl border border-gray-200 overflow-hidden transform transition-all duration-300 ease-out ${
-        isVisible ? "translate-y-0 opacity-100 scale-100" : "translate-y-4 opacity-0 scale-95"
-      }`}
-    >
-      {/* Progress bar at top showing time remaining */}
-      <div className="h-1 bg-gray-100 w-full">
-        <div
-          className="h-full bg-blue-500 transition-all duration-100 ease-linear"
-          style={{ width: `${progress}%` }}
-        />
-      </div>
-
-      <div className="p-4">
-        <div className="flex items-start justify-between mb-2">
-          <div className="flex items-center gap-2 text-blue-600">
-            <MessageSquare className="h-5 w-5" />
-            <span className="font-semibold text-sm">Quick feedback</span>
-          </div>
-          <button
-            onClick={onDismiss}
-            className="text-gray-400 hover:text-gray-600 transition-colors p-0.5 rounded hover:bg-gray-100"
-          >
-            <X className="h-4 w-4" />
-          </button>
-        </div>
-
-        <p className="text-sm text-gray-600 mb-3">
-          Help us improve LiteLLM! Share your experience in 5 quick questions.
-        </p>
-
-        <Button type="primary" block onClick={onOpen}>
-          Share feedback
-        </Button>
-      </div>
-    </div>
+    <NudgePrompt
+      onOpen={onOpen}
+      onDismiss={onDismiss}
+      isVisible={isVisible}
+      title="Quick feedback"
+      description="Help us improve LiteLLM! Share your experience in 5 quick questions."
+      buttonText="Share feedback"
+      icon={MessageSquare}
+      accentColor="#3b82f6"
+    />
   );
 }
 
diff --git a/ui/litellm-dashboard/src/components/survey/index.tsx b/ui/litellm-dashboard/src/components/survey/index.tsx
index 7c36419980c..fde05084b7e 100644
--- a/ui/litellm-dashboard/src/components/survey/index.tsx
+++ b/ui/litellm-dashboard/src/components/survey/index.tsx
@@ -1,3 +1,6 @@
 export { SurveyPrompt } from "./SurveyPrompt";
 export { SurveyModal } from "./SurveyModal";
+export { ClaudeCodePrompt } from "./ClaudeCodePrompt";
+export { ClaudeCodeModal } from "./ClaudeCodeModal";
+export { NudgePrompt } from "./NudgePrompt";
 
diff --git a/ui/litellm-dashboard/src/components/view_logs/index.tsx b/ui/litellm-dashboard/src/components/view_logs/index.tsx
index 7081e34a637..904d052073a 100644
--- a/ui/litellm-dashboard/src/components/view_logs/index.tsx
+++ b/ui/litellm-dashboard/src/components/view_logs/index.tsx
@@ -30,6 +30,7 @@ import { formatNumberWithCommas } from "@/utils/dataUtils";
 import { truncateString } from "@/utils/textUtils";
 import DeletedKeysPage from "../DeletedKeysPage/DeletedKeysPage";
 import DeletedTeamsPage from "../DeletedTeamsPage/DeletedTeamsPage";
+import NewBadge from "../common_components/NewBadge";
 
 interface SpendLogsTableProps {
   accessToken: string | null;
@@ -504,8 +505,8 @@ export default function SpendLogsTable({
         <TabList>
           <Tab>Request Logs</Tab>
           <Tab>Audit Logs</Tab>
-          <Tab>Deleted Keys</Tab>
-          <Tab>Deleted Teams</Tab>
+          <Tab><>Deleted Keys <NewBadge /></></Tab>
+          <Tab><>Deleted Teams <NewBadge /></></Tab>
         </TabList>
         <TabPanels>
           <TabPanel>