diff --git a/litellm/model_prices_and_context_window_backup.json b/litellm/model_prices_and_context_window_backup.json
index 974f1bb0c8b..5a46a0891fc 100644
--- a/litellm/model_prices_and_context_window_backup.json
+++ b/litellm/model_prices_and_context_window_backup.json
@@ -2135,12 +2135,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-east-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-east-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.5e-06,
+        "output_cost_per_token_batches": 1.25e-05
     },
     "anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2221,12 +2223,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-east-1/index.json",
         "token_count_model": {
             "model": "global.anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-east-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.5e-06,
+        "output_cost_per_token_batches": 1.25e-05
     },
     "global.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2307,12 +2311,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-east-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-east-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "us.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2393,12 +2399,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/eu-west-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "eu-west-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "eu.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2474,12 +2482,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/ap-southeast-2/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "ap-southeast-4"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "au.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2560,7 +2570,9 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/"
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/ap-northeast-1/index.json",
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "jp.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -3949,7 +3961,7 @@
         "supports_tool_choice": true,
         "supports_vision": true,
         "supports_xhigh_reasoning_effort": true,
-        "supports_max_reasoning_effort": true,
+        "supports_max_reasoning_effort": false,
         "prompt_cache_min_tokens": 512
     },
     "azure_ai/claude-fable-5-1": {
@@ -3983,10 +3995,40 @@
         "supports_tool_choice": true,
         "supports_vision": true,
         "supports_xhigh_reasoning_effort": true,
-        "supports_max_reasoning_effort": true,
+        "supports_max_reasoning_effort": false,
         "prompt_cache_min_tokens": 512,
         "deprecation_date": "2027-12-05"
     },
+    "azure_ai/claude-mythos-5-1": {
+        "input_cost_per_token": 1e-05,
+        "output_cost_per_token": 5e-05,
+        "cache_creation_input_token_cost": 1.25e-05,
+        "cache_creation_input_token_cost_above_1hr": 2e-05,
+        "cache_read_input_token_cost": 2.5e-07,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
+        "mode": "chat",
+        "supports_adaptive_thinking": true,
+        "thinking_always_on": true,
+        "supports_mid_conversation_system": true,
+        "supports_assistant_prefill": false,
+        "supports_computer_use": true,
+        "supports_forced_tool_use": false,
+        "supports_function_calling": true,
+        "supports_native_structured_output": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_sampling_params": false,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_max_reasoning_effort": false,
+        "prompt_cache_min_tokens": 512,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models"
+    },
     "azure_ai/claude-opus-5": {
         "deprecation_date": "2027-07-08",
         "supports_mid_conversation_system": true,
@@ -22269,7 +22311,7 @@
         },
         "mode": "chat",
         "output_cost_per_token": 3.74997e-06,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22287,7 +22329,9 @@
         "input_cost_per_token_priority": 1.35002e-06,
         "output_cost_per_token_priority": 6.75003e-06,
         "cache_read_input_token_cost_priority": 1.3503e-07,
-        "cache_creation_input_token_cost_priority": 1.35002e-06
+        "cache_creation_input_token_cost_priority": 1.35002e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-7-flash": {
         "cache_creation_input_token_cost": 7.4998e-07,
@@ -22301,7 +22345,7 @@
         },
         "mode": "chat",
         "output_cost_per_token": 3.74997e-06,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22319,7 +22363,9 @@
         "input_cost_per_token_priority": 1.35002e-06,
         "output_cost_per_token_priority": 6.75003e-06,
         "cache_read_input_token_cost_priority": 1.3503e-07,
-        "cache_creation_input_token_cost_priority": 1.35002e-06
+        "cache_creation_input_token_cost_priority": 1.35002e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-6-flash": {
         "cache_creation_input_token_cost": 7.4998e-07,
@@ -22335,7 +22381,7 @@
         "mode": "chat",
         "output_cost_per_token": 3.74997e-06,
         "output_dbu_cost_per_token": 5.3571e-05,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22354,7 +22400,9 @@
         "input_cost_per_token_priority": 1.35002e-06,
         "output_cost_per_token_priority": 6.75003e-06,
         "cache_read_input_token_cost_priority": 1.3503e-07,
-        "cache_creation_input_token_cost_priority": 1.35002e-06
+        "cache_creation_input_token_cost_priority": 1.35002e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-5-flash": {
         "cache_creation_input_token_cost": 1.87502e-06,
@@ -22370,7 +22418,7 @@
         "mode": "chat",
         "output_cost_per_token": 1.124998e-05,
         "output_dbu_cost_per_token": 0.000160714,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22388,7 +22436,9 @@
         "input_cost_per_token_priority": 3.37498e-06,
         "output_cost_per_token_priority": 2.025002e-05,
         "cache_read_input_token_cost_priority": 3.3747e-07,
-        "cache_creation_input_token_cost_priority": 3.37498e-06
+        "cache_creation_input_token_cost_priority": 3.37498e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-5-flash-lite": {
         "cache_creation_input_token_cost": 3.7499e-07,
@@ -22404,7 +22454,7 @@
         "mode": "chat",
         "output_cost_per_token": 3.12501e-06,
         "output_dbu_cost_per_token": 4.4643e-05,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22424,7 +22474,9 @@
         "input_cost_per_token_priority": 6.7501e-07,
         "output_cost_per_token_priority": 5.62499e-06,
         "cache_read_input_token_cost_priority": 6.748e-08,
-        "cache_creation_input_token_cost_priority": 6.7501e-07
+        "cache_creation_input_token_cost_priority": 6.7501e-07,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemma-3-12b": {
         "cache_creation_input_token_cost": 1.5001e-07,
@@ -24167,7 +24219,7 @@
         "max_output_tokens": 163840,
         "input_cost_per_token": 5e-07,
         "output_cost_per_token": 2.15e-06,
-        "cache_read_input_token_cost": 4e-07,
+        "cache_read_input_token_cost": 3.5e-07,
         "litellm_provider": "deepinfra",
         "mode": "chat",
         "supports_tool_choice": true,
@@ -24241,7 +24293,7 @@
         "max_output_tokens": 163840,
         "input_cost_per_token": 2.5e-07,
         "output_cost_per_token": 9.5e-07,
-        "cache_read_input_token_cost": 2.16e-07,
+        "cache_read_input_token_cost": 1.3e-07,
         "litellm_provider": "deepinfra",
         "mode": "chat",
         "supports_tool_choice": true,
@@ -29639,6 +29691,7 @@
         "web_search_billing_unit": "per_query"
     },
     "gemini-3.1-flash-lite-image": {
+        "deprecation_date": "2027-06-28",
         "cache_read_input_token_cost": 2.5e-08,
         "cache_read_input_token_cost_batches": 1.25e-08,
         "cache_read_input_token_cost_flex": 1.25e-08,
@@ -30638,6 +30691,7 @@
         "google_maps_grounding_cost_per_query": 0.014
     },
     "vertex_ai/gemini-3.8-flash": {
+        "deprecation_date": "2027-09-02",
         "cache_read_input_token_cost": 7.5e-08,
         "cache_read_input_token_cost_batches": 3.75e-08,
         "cache_read_input_token_cost_flex": 3.75e-08,
@@ -30744,6 +30798,7 @@
         "supports_native_streaming": true
     },
     "vertex_ai/gemini-3.8-live": {
+        "deprecation_date": "2027-09-25",
         "gemini_audio_only_live": true,
         "input_cost_per_audio_token": 3e-06,
         "input_cost_per_image_token": 1e-06,
@@ -32706,13 +32761,13 @@
         "input_cost_per_audio_token": 1.5e-06,
         "input_cost_per_token": 1.5e-06,
         "litellm_provider": "vertex_ai-language-models",
-        "max_input_tokens": 1048576,
-        "max_output_tokens": 65535,
+        "max_input_tokens": 131072,
+        "max_output_tokens": 57920,
         "mode": "chat",
         "output_cost_per_reasoning_token": 9e-06,
         "output_cost_per_token": 9e-06,
         "output_cost_per_video_token": 1.75e-05,
-        "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing",
+        "source": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/gemini/omni-flash-preview",
         "supported_endpoints": [
             "/v1/chat/completions"
         ],
@@ -32730,7 +32785,8 @@
         "supports_reasoning": true,
         "supports_system_messages": true,
         "supports_video_input": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "deprecation_date": "2026-11-06"
     },
     "gemini-3.5-flash": {
         "prompt_cache_min_tokens": 4096,
@@ -32918,6 +32974,7 @@
         "google_maps_grounding_cost_per_query": 0.014
     },
     "gemini-3.8-flash": {
+        "deprecation_date": "2027-09-02",
         "cache_read_input_token_cost": 7.5e-08,
         "cache_read_input_token_cost_batches": 3.75e-08,
         "cache_read_input_token_cost_flex": 3.75e-08,
@@ -44265,7 +44322,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/google%2Fgemma-3-27b-it"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/meta-llama/Llama-3.3-70B-Instruct": {
         "max_input_tokens": 131072,
@@ -44491,7 +44549,7 @@
         "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash"
     },
     "nebius/deepseek-ai/DeepSeek-V4-Flash-0731": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 1.4e-07,
         "output_cost_per_token": 2.8e-07,
@@ -44499,7 +44557,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash-0731"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro": {
         "max_input_tokens": 1048576,
@@ -44510,29 +44569,32 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.4e-07
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro-0813": {
         "input_cost_per_token": 1.32e-06,
         "litellm_provider": "nebius",
-        "max_input_tokens": 979000,
+        "max_input_tokens": 1048576,
         "mode": "chat",
         "output_cost_per_token": 3.96e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro-0813",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4.1-Flash": {
         "input_cost_per_token": 3e-07,
         "litellm_provider": "nebius",
-        "max_input_tokens": 1048000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "mode": "chat",
         "output_cost_per_token": 1.2e-06,
-        "source": "https://tokenfactory.nebius.com/endpoints?modals=endpoint-details&model-id=deepseek-ai/DeepSeek-V4.1-Flash",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/MiniMaxAI/MiniMax-M2.5": {
         "max_input_tokens": 196608,
@@ -44555,7 +44617,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/MiniMaxAI%2FMiniMax-M3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 6e-08
     },
     "nebius/moonshotai/Kimi-K2.6": {
         "max_input_tokens": 262144,
@@ -44567,7 +44630,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K2.6"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.6e-07
     },
     "nebius/moonshotai/Kimi-K2.7-Code": {
         "max_input_tokens": 262144,
@@ -44579,10 +44643,11 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/moonshotai%2FKimi-K2.7-Code"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.5e-07
     },
     "nebius/moonshotai/Kimi-K3": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 3e-06,
         "output_cost_per_token": 1.5e-05,
@@ -44591,7 +44656,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 3e-07
     },
     "nebius/NousResearch/Hermes-4-405B": {
         "max_input_tokens": 131072,
@@ -44602,7 +44668,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/NousResearch%2FHermes-4-405B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 2e-07
     },
     "nebius/NousResearch/Hermes-4-70B": {
         "max_input_tokens": 131072,
@@ -44646,7 +44713,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNVIDIA-Nemotron-3-Nano-30B-A3B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-08
     },
     "nebius/nvidia/Nemotron-3-Nano-Omni": {
         "max_input_tokens": 262144,
@@ -44669,7 +44737,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2Fnemotron-3-super-120b-a12b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 6e-08
     },
     "nebius/nvidia/Nemotron-3-Ultra-550b-a55b": {
         "max_input_tokens": 1048576,
@@ -44680,7 +44749,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNemotron-3-Ultra-550b-a55b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-07
     },
     "nebius/nvidia/Nemotron-3_5-Lightning": {
         "max_input_tokens": 1048576,
@@ -44691,7 +44761,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNemotron-3_5-Lightning"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 3e-08
     },
     "nebius/openai/gpt-oss-120b": {
         "max_input_tokens": 131072,
@@ -44702,7 +44773,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/openai%2Fgpt-oss-120b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/openbmb/MiniCPM-V-4_5": {
         "max_input_tokens": 32000,
@@ -44712,7 +44784,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/openbmb%2FMiniCPM-V-4_5"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.3e-07
     },
     "nebius/Qwen/Qwen3-235B-A22B-Instruct-2507": {
         "max_input_tokens": 262144,
@@ -44722,7 +44795,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_function_calling": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3-235B-A22B-Instruct-2507"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 5e-08
     },
     "nebius/Qwen/Qwen3-30B-A3B-Instruct-2507": {
         "max_input_tokens": 262144,
@@ -44732,7 +44806,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_function_calling": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3-30B-A3B-Instruct-2507"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/Qwen/Qwen3-Next-80B-A3B-Thinking": {
         "max_input_tokens": 128000,
@@ -44754,7 +44829,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3.5-397B-A17B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-07
     },
     "nebius/Qwen/Qwen3.8-27B": {
         "input_cost_per_token": 4.5e-07,
@@ -44762,9 +44838,10 @@
         "max_input_tokens": 262144,
         "mode": "chat",
         "output_cost_per_token": 3e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3.8-27B",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/zai-org/GLM-5.1": {
         "max_input_tokens": 202752,
@@ -44775,7 +44852,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.1"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 2.6e-07
     },
     "nebius/zai-org/GLM-5.2": {
         "max_input_tokens": 1048576,
@@ -44786,21 +44864,23 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.2"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.4e-07
     },
     "nebius/zai-org/GLM-5.3": {
         "input_cost_per_token": 1.4e-06,
         "litellm_provider": "nebius",
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "mode": "chat",
         "output_cost_per_token": 4.4e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.3",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 2.6e-07
     },
     "nebius/zai-org/GLM-5.3-Flash": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 1.5e-07,
         "output_cost_per_token": 5e-07,
@@ -44808,8 +44888,9 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.3-Flash",
-        "supports_vision": true
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "supports_vision": true,
+        "cache_read_input_token_cost": 3e-08
     },
     "nebius/BAAI/bge-en-icl": {
         "max_input_tokens": 32768,
@@ -49813,7 +49894,7 @@
         "mode": "chat",
         "output_cost_per_token": 3e-05,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-gov-west-1/index.json",
         "supports_adaptive_thinking": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
@@ -49835,7 +49916,9 @@
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-gov-west-1"
-        }
+        },
+        "input_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_batches": 1.5e-05
     },
     "us-gov.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -52922,6 +53005,7 @@
 
     },
     "vertex_ai/gemini-3.1-flash-lite-image": {
+        "deprecation_date": "2027-06-28",
         "cache_read_input_token_cost": 2.5e-08,
         "cache_read_input_token_cost_batches": 1.25e-08,
         "cache_read_input_token_cost_flex": 1.25e-08,
@@ -54150,7 +54234,7 @@
     "voyage/voyage-lite-01": {
         "input_cost_per_token": 1e-07,
         "litellm_provider": "voyage",
-        "max_input_tokens": 4096,
+        "max_input_tokens": 4000,
         "mode": "embedding",
         "output_cost_per_token": 0.0
     },
@@ -64809,7 +64893,7 @@
         "supports_vision": false
     },
     "novita/deepseek/deepseek-v4-pro-0813": {
-        "cache_read_input_token_cost": 1.3200000000000002e-07,
+        "cache_read_input_token_cost": 4.4e-08,
         "input_cost_per_token": 1.32e-06,
         "litellm_provider": "novita",
         "max_input_tokens": 1048576,
@@ -64921,13 +65005,13 @@
         "supports_vision": false
     },
     "novita/mindai/macaron-v1-venti": {
-        "cache_read_input_token_cost": 3e-07,
-        "input_cost_per_token": 1.5e-06,
+        "cache_read_input_token_cost": 1.65e-07,
+        "input_cost_per_token": 8.25e-07,
         "litellm_provider": "novita",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
         "mode": "chat",
-        "output_cost_per_token": 4.5e-06,
+        "output_cost_per_token": 2.475e-06,
         "source": "https://novita.ai/pricing",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
@@ -65030,13 +65114,13 @@
         "supports_vision": false
     },
     "novita/mindai/macaron-v1-tall": {
-        "cache_read_input_token_cost": 8e-08,
-        "input_cost_per_token": 4.5000000000000003e-07,
+        "cache_read_input_token_cost": 4.4e-08,
+        "input_cost_per_token": 2.475e-07,
         "litellm_provider": "novita",
         "max_input_tokens": 262144,
         "max_output_tokens": 32768,
         "mode": "chat",
-        "output_cost_per_token": 2.6e-06,
+        "output_cost_per_token": 1.43e-06,
         "source": "https://novita.ai/pricing",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
@@ -66461,9 +66545,9 @@
     "deepinfra/deepseek-ai/DeepSeek-V4-Flash-0731": {
         "max_output_tokens": 1048576,
         "max_input_tokens": 1048576,
-        "input_cost_per_token": 8e-08,
+        "input_cost_per_token": 6e-08,
         "output_cost_per_token": 1.8e-07,
-        "cache_read_input_token_cost": 1.6e-08,
+        "cache_read_input_token_cost": 1.5e-08,
         "supports_prompt_caching": true,
         "litellm_provider": "deepinfra",
         "mode": "chat",
@@ -66842,8 +66926,8 @@
     "deepinfra/google/gemma-4-31B-it": {
         "max_output_tokens": 262144,
         "max_input_tokens": 262144,
-        "input_cost_per_token": 1.3e-07,
-        "output_cost_per_token": 3.8e-07,
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 4e-07,
         "litellm_provider": "deepinfra",
         "mode": "chat",
         "supports_function_calling": true,
@@ -68554,7 +68638,10 @@
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-gov-west-1"
-        }
+        },
+        "input_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_batches": 1.5e-05,
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-gov-west-1/index.json"
     },
     "bedrock/us-gov-west-1/anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -68829,7 +68916,10 @@
         "supports_sampling_params": false,
         "supports_tool_choice": true,
         "supports_vision": true,
-        "supports_xhigh_reasoning_effort": true
+        "supports_xhigh_reasoning_effort": true,
+        "input_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_batches": 1.5e-05,
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-gov-east-1/index.json"
     },
     "bedrock/us-gov-east-1/anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -69852,6 +69942,14 @@
         "cache_read_input_token_cost": 3e-08,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
+    "perplexity/google/gemini-4-argon": {
+        "litellm_provider": "perplexity",
+        "mode": "responses",
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 1e-05,
+        "cache_read_input_token_cost": 1e-07,
+        "source": "https://docs.perplexity.ai/docs/agent-api/models"
+    },
     "perplexity/google/gemini-3.6-flash": {
         "litellm_provider": "perplexity",
         "mode": "responses",
@@ -69979,6 +70077,14 @@
         "cache_read_input_token_cost": 1.15e-09,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
+    "perplexity/perplexity/nemotron-3.5-super-120b-a12b": {
+        "litellm_provider": "perplexity",
+        "mode": "responses",
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 5e-07,
+        "cache_read_input_token_cost": 4e-08,
+        "source": "https://docs.perplexity.ai/docs/agent-api/models"
+    },
     "perplexity/perplexity/nemotron-3-ultra-550b-a55b": {
         "litellm_provider": "perplexity",
         "mode": "responses",
@@ -70104,12 +70210,12 @@
         "input_cost_per_token": 1.5e-06,
         "litellm_provider": "vertex_ai",
         "max_output_tokens": 57920,
-        "max_input_tokens": 57920,
+        "max_input_tokens": 131072,
         "mode": "chat",
         "output_cost_per_reasoning_token": 9e-06,
         "output_cost_per_token": 9e-06,
         "output_cost_per_video_token": 1.75e-05,
-        "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing",
+        "source": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/gemini/omni-1-1-flash",
         "supported_endpoints": [
             "/v1beta/interactions"
         ],
@@ -74505,12 +74611,14 @@
         "input_cost_per_token": 5.5e-06,
         "cache_read_input_token_cost": 5.5e-07,
         "output_cost_per_token": 2.75e-05,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/ap-northeast-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "ap-southeast-4"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "apac.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -75107,7 +75215,7 @@
         "supports_function_calling": true,
         "input_cost_per_token": 2e-06,
         "output_cost_per_token": 1e-05,
-        "cache_read_input_token_cost": 2e-07,
+        "cache_read_input_token_cost": 1e-07,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
     "perplexity/anthropic/claude-fable-5-1": {
@@ -75155,6 +75263,9 @@
         "output_cost_per_token": 5e-05,
         "cache_read_input_token_cost": 1e-06,
         "cache_creation_input_token_cost": 1.25e-05,
+        "input_cost_per_token_above_272k_tokens": 2e-05,
+        "output_cost_per_token_above_272k_tokens": 7.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-06,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
     "perplexity/openai/gpt-6-luna": {
@@ -76622,6 +76733,9 @@
         "input_cost_per_token": 1e-07,
         "output_cost_per_token": 5e-07,
         "cache_read_input_token_cost": 1e-08,
+        "input_cost_per_token_above_100k_tokens": 5e-07,
+        "output_cost_per_token_above_100k_tokens": 2.5e-06,
+        "cache_read_input_token_cost_above_100k_tokens": 5e-08,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
     "us-gov.anthropic.claude-haiku-5-5": {
@@ -77096,6 +77210,7 @@
         "web_search_billing_unit": "per_query"
     },
     "vertex_ai/gemini-4-argon": {
+        "deprecation_date": "2027-10-13",
         "cache_read_input_token_cost": 1e-07,
         "cache_read_input_token_cost_batches": 5e-08,
         "cache_read_input_token_cost_flex": 5e-08,
@@ -77504,9 +77619,10 @@
         "max_output_tokens": 1048576,
         "mode": "chat",
         "output_cost_per_token": 1e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/reflection%2Fbeam",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 5e-08
     },
     "baseten/deepseek-ai/DeepSeek-V4.1-Flash-1017": {
         "cache_read_input_token_cost": 7e-09,
@@ -81777,5 +81893,55 @@
         "supports_response_schema": true,
         "supports_vision": true,
         "supports_xhigh_reasoning_effort": true
+    },
+    "nebius/deepseek-ai/DeepSeek-V4.1-Flash-1017": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 3e-07,
+        "cache_read_input_token_cost": 6e-09,
+        "output_cost_per_token": 1.2e-06,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/meta-models/muse-spark-open": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 1.25e-06,
+        "cache_read_input_token_cost": 1.5e-07,
+        "output_cost_per_token": 4.25e-06,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/MiniMaxAI/MiniMax-M3.1-Flash": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 1.5e-07,
+        "cache_read_input_token_cost": 1.5e-08,
+        "output_cost_per_token": 6e-07,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/nvidia/Nemotron-3.5-Super-VL": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 3e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "output_cost_per_token": 9e-07,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
     }
 }
diff --git a/model_prices_and_context_window.json b/model_prices_and_context_window.json
index 974f1bb0c8b..5a46a0891fc 100644
--- a/model_prices_and_context_window.json
+++ b/model_prices_and_context_window.json
@@ -2135,12 +2135,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-east-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-east-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.5e-06,
+        "output_cost_per_token_batches": 1.25e-05
     },
     "anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2221,12 +2223,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-east-1/index.json",
         "token_count_model": {
             "model": "global.anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-east-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.5e-06,
+        "output_cost_per_token_batches": 1.25e-05
     },
     "global.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2307,12 +2311,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-east-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-east-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "us.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2393,12 +2399,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/eu-west-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "eu-west-1"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "eu.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2474,12 +2482,14 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/ap-southeast-2/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "ap-southeast-4"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "au.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -2560,7 +2570,9 @@
         "supports_output_config": true,
         "supports_parallel_tool_use_config": true,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/"
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/ap-northeast-1/index.json",
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "jp.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -3949,7 +3961,7 @@
         "supports_tool_choice": true,
         "supports_vision": true,
         "supports_xhigh_reasoning_effort": true,
-        "supports_max_reasoning_effort": true,
+        "supports_max_reasoning_effort": false,
         "prompt_cache_min_tokens": 512
     },
     "azure_ai/claude-fable-5-1": {
@@ -3983,10 +3995,40 @@
         "supports_tool_choice": true,
         "supports_vision": true,
         "supports_xhigh_reasoning_effort": true,
-        "supports_max_reasoning_effort": true,
+        "supports_max_reasoning_effort": false,
         "prompt_cache_min_tokens": 512,
         "deprecation_date": "2027-12-05"
     },
+    "azure_ai/claude-mythos-5-1": {
+        "input_cost_per_token": 1e-05,
+        "output_cost_per_token": 5e-05,
+        "cache_creation_input_token_cost": 1.25e-05,
+        "cache_creation_input_token_cost_above_1hr": 2e-05,
+        "cache_read_input_token_cost": 2.5e-07,
+        "litellm_provider": "azure_ai",
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
+        "mode": "chat",
+        "supports_adaptive_thinking": true,
+        "thinking_always_on": true,
+        "supports_mid_conversation_system": true,
+        "supports_assistant_prefill": false,
+        "supports_computer_use": true,
+        "supports_forced_tool_use": false,
+        "supports_function_calling": true,
+        "supports_native_structured_output": true,
+        "supports_pdf_input": true,
+        "supports_prompt_caching": true,
+        "supports_reasoning": true,
+        "supports_response_schema": true,
+        "supports_sampling_params": false,
+        "supports_tool_choice": true,
+        "supports_vision": true,
+        "supports_xhigh_reasoning_effort": true,
+        "supports_max_reasoning_effort": false,
+        "prompt_cache_min_tokens": 512,
+        "source": "https://learn.microsoft.com/en-us/azure/foundry/foundry-models/concepts/claude-models"
+    },
     "azure_ai/claude-opus-5": {
         "deprecation_date": "2027-07-08",
         "supports_mid_conversation_system": true,
@@ -22269,7 +22311,7 @@
         },
         "mode": "chat",
         "output_cost_per_token": 3.74997e-06,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22287,7 +22329,9 @@
         "input_cost_per_token_priority": 1.35002e-06,
         "output_cost_per_token_priority": 6.75003e-06,
         "cache_read_input_token_cost_priority": 1.3503e-07,
-        "cache_creation_input_token_cost_priority": 1.35002e-06
+        "cache_creation_input_token_cost_priority": 1.35002e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-7-flash": {
         "cache_creation_input_token_cost": 7.4998e-07,
@@ -22301,7 +22345,7 @@
         },
         "mode": "chat",
         "output_cost_per_token": 3.74997e-06,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22319,7 +22363,9 @@
         "input_cost_per_token_priority": 1.35002e-06,
         "output_cost_per_token_priority": 6.75003e-06,
         "cache_read_input_token_cost_priority": 1.3503e-07,
-        "cache_creation_input_token_cost_priority": 1.35002e-06
+        "cache_creation_input_token_cost_priority": 1.35002e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-6-flash": {
         "cache_creation_input_token_cost": 7.4998e-07,
@@ -22335,7 +22381,7 @@
         "mode": "chat",
         "output_cost_per_token": 3.74997e-06,
         "output_dbu_cost_per_token": 5.3571e-05,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22354,7 +22400,9 @@
         "input_cost_per_token_priority": 1.35002e-06,
         "output_cost_per_token_priority": 6.75003e-06,
         "cache_read_input_token_cost_priority": 1.3503e-07,
-        "cache_creation_input_token_cost_priority": 1.35002e-06
+        "cache_creation_input_token_cost_priority": 1.35002e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-5-flash": {
         "cache_creation_input_token_cost": 1.87502e-06,
@@ -22370,7 +22418,7 @@
         "mode": "chat",
         "output_cost_per_token": 1.124998e-05,
         "output_dbu_cost_per_token": 0.000160714,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22388,7 +22436,9 @@
         "input_cost_per_token_priority": 3.37498e-06,
         "output_cost_per_token_priority": 2.025002e-05,
         "cache_read_input_token_cost_priority": 3.3747e-07,
-        "cache_creation_input_token_cost_priority": 3.37498e-06
+        "cache_creation_input_token_cost_priority": 3.37498e-06,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemini-3-5-flash-lite": {
         "cache_creation_input_token_cost": 3.7499e-07,
@@ -22404,7 +22454,7 @@
         "mode": "chat",
         "output_cost_per_token": 3.12501e-06,
         "output_dbu_cost_per_token": 4.4643e-05,
-        "source": "https://www.databricks.com/product/pricing/proprietary-foundation-model-serving",
+        "source": "https://docs.databricks.com/aws/en/machine-learning/foundation-model-apis/supported-models",
         "supported_modalities": [
             "text",
             "image",
@@ -22424,7 +22474,9 @@
         "input_cost_per_token_priority": 6.7501e-07,
         "output_cost_per_token_priority": 5.62499e-06,
         "cache_read_input_token_cost_priority": 6.748e-08,
-        "cache_creation_input_token_cost_priority": 6.7501e-07
+        "cache_creation_input_token_cost_priority": 6.7501e-07,
+        "supports_audio_input": true,
+        "supports_video_input": true
     },
     "databricks/databricks-gemma-3-12b": {
         "cache_creation_input_token_cost": 1.5001e-07,
@@ -24167,7 +24219,7 @@
         "max_output_tokens": 163840,
         "input_cost_per_token": 5e-07,
         "output_cost_per_token": 2.15e-06,
-        "cache_read_input_token_cost": 4e-07,
+        "cache_read_input_token_cost": 3.5e-07,
         "litellm_provider": "deepinfra",
         "mode": "chat",
         "supports_tool_choice": true,
@@ -24241,7 +24293,7 @@
         "max_output_tokens": 163840,
         "input_cost_per_token": 2.5e-07,
         "output_cost_per_token": 9.5e-07,
-        "cache_read_input_token_cost": 2.16e-07,
+        "cache_read_input_token_cost": 1.3e-07,
         "litellm_provider": "deepinfra",
         "mode": "chat",
         "supports_tool_choice": true,
@@ -29639,6 +29691,7 @@
         "web_search_billing_unit": "per_query"
     },
     "gemini-3.1-flash-lite-image": {
+        "deprecation_date": "2027-06-28",
         "cache_read_input_token_cost": 2.5e-08,
         "cache_read_input_token_cost_batches": 1.25e-08,
         "cache_read_input_token_cost_flex": 1.25e-08,
@@ -30638,6 +30691,7 @@
         "google_maps_grounding_cost_per_query": 0.014
     },
     "vertex_ai/gemini-3.8-flash": {
+        "deprecation_date": "2027-09-02",
         "cache_read_input_token_cost": 7.5e-08,
         "cache_read_input_token_cost_batches": 3.75e-08,
         "cache_read_input_token_cost_flex": 3.75e-08,
@@ -30744,6 +30798,7 @@
         "supports_native_streaming": true
     },
     "vertex_ai/gemini-3.8-live": {
+        "deprecation_date": "2027-09-25",
         "gemini_audio_only_live": true,
         "input_cost_per_audio_token": 3e-06,
         "input_cost_per_image_token": 1e-06,
@@ -32706,13 +32761,13 @@
         "input_cost_per_audio_token": 1.5e-06,
         "input_cost_per_token": 1.5e-06,
         "litellm_provider": "vertex_ai-language-models",
-        "max_input_tokens": 1048576,
-        "max_output_tokens": 65535,
+        "max_input_tokens": 131072,
+        "max_output_tokens": 57920,
         "mode": "chat",
         "output_cost_per_reasoning_token": 9e-06,
         "output_cost_per_token": 9e-06,
         "output_cost_per_video_token": 1.75e-05,
-        "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing",
+        "source": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/gemini/omni-flash-preview",
         "supported_endpoints": [
             "/v1/chat/completions"
         ],
@@ -32730,7 +32785,8 @@
         "supports_reasoning": true,
         "supports_system_messages": true,
         "supports_video_input": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "deprecation_date": "2026-11-06"
     },
     "gemini-3.5-flash": {
         "prompt_cache_min_tokens": 4096,
@@ -32918,6 +32974,7 @@
         "google_maps_grounding_cost_per_query": 0.014
     },
     "gemini-3.8-flash": {
+        "deprecation_date": "2027-09-02",
         "cache_read_input_token_cost": 7.5e-08,
         "cache_read_input_token_cost_batches": 3.75e-08,
         "cache_read_input_token_cost_flex": 3.75e-08,
@@ -44265,7 +44322,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/google%2Fgemma-3-27b-it"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/meta-llama/Llama-3.3-70B-Instruct": {
         "max_input_tokens": 131072,
@@ -44491,7 +44549,7 @@
         "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash"
     },
     "nebius/deepseek-ai/DeepSeek-V4-Flash-0731": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 1.4e-07,
         "output_cost_per_token": 2.8e-07,
@@ -44499,7 +44557,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Flash-0731"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro": {
         "max_input_tokens": 1048576,
@@ -44510,29 +44569,32 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.4e-07
     },
     "nebius/deepseek-ai/DeepSeek-V4-Pro-0813": {
         "input_cost_per_token": 1.32e-06,
         "litellm_provider": "nebius",
-        "max_input_tokens": 979000,
+        "max_input_tokens": 1048576,
         "mode": "chat",
         "output_cost_per_token": 3.96e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/deepseek-ai%2FDeepSeek-V4-Pro-0813",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 4e-08
     },
     "nebius/deepseek-ai/DeepSeek-V4.1-Flash": {
         "input_cost_per_token": 3e-07,
         "litellm_provider": "nebius",
-        "max_input_tokens": 1048000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 384000,
         "mode": "chat",
         "output_cost_per_token": 1.2e-06,
-        "source": "https://tokenfactory.nebius.com/endpoints?modals=endpoint-details&model-id=deepseek-ai/DeepSeek-V4.1-Flash",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "supports_vision": true
+        "supports_vision": true,
+        "cache_read_input_token_cost": 1e-08
     },
     "nebius/MiniMaxAI/MiniMax-M2.5": {
         "max_input_tokens": 196608,
@@ -44555,7 +44617,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/MiniMaxAI%2FMiniMax-M3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 6e-08
     },
     "nebius/moonshotai/Kimi-K2.6": {
         "max_input_tokens": 262144,
@@ -44567,7 +44630,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K2.6"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.6e-07
     },
     "nebius/moonshotai/Kimi-K2.7-Code": {
         "max_input_tokens": 262144,
@@ -44579,10 +44643,11 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/moonshotai%2FKimi-K2.7-Code"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.5e-07
     },
     "nebius/moonshotai/Kimi-K3": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 3e-06,
         "output_cost_per_token": 1.5e-05,
@@ -44591,7 +44656,8 @@
         "supports_function_calling": true,
         "supports_reasoning": true,
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/moonshotai%2FKimi-K3"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 3e-07
     },
     "nebius/NousResearch/Hermes-4-405B": {
         "max_input_tokens": 131072,
@@ -44602,7 +44668,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/NousResearch%2FHermes-4-405B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 2e-07
     },
     "nebius/NousResearch/Hermes-4-70B": {
         "max_input_tokens": 131072,
@@ -44646,7 +44713,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNVIDIA-Nemotron-3-Nano-30B-A3B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-08
     },
     "nebius/nvidia/Nemotron-3-Nano-Omni": {
         "max_input_tokens": 262144,
@@ -44669,7 +44737,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2Fnemotron-3-super-120b-a12b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 6e-08
     },
     "nebius/nvidia/Nemotron-3-Ultra-550b-a55b": {
         "max_input_tokens": 1048576,
@@ -44680,7 +44749,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNemotron-3-Ultra-550b-a55b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-07
     },
     "nebius/nvidia/Nemotron-3_5-Lightning": {
         "max_input_tokens": 1048576,
@@ -44691,7 +44761,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/nvidia%2FNemotron-3_5-Lightning"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 3e-08
     },
     "nebius/openai/gpt-oss-120b": {
         "max_input_tokens": 131072,
@@ -44702,7 +44773,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/openai%2Fgpt-oss-120b"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/openbmb/MiniCPM-V-4_5": {
         "max_input_tokens": 32000,
@@ -44712,7 +44784,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_vision": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/image2text/openbmb%2FMiniCPM-V-4_5"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.3e-07
     },
     "nebius/Qwen/Qwen3-235B-A22B-Instruct-2507": {
         "max_input_tokens": 262144,
@@ -44722,7 +44795,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_function_calling": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3-235B-A22B-Instruct-2507"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 5e-08
     },
     "nebius/Qwen/Qwen3-30B-A3B-Instruct-2507": {
         "max_input_tokens": 262144,
@@ -44732,7 +44806,8 @@
         "litellm_provider": "nebius",
         "mode": "chat",
         "supports_function_calling": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3-30B-A3B-Instruct-2507"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/Qwen/Qwen3-Next-80B-A3B-Thinking": {
         "max_input_tokens": 128000,
@@ -44754,7 +44829,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3.5-397B-A17B"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.2e-07
     },
     "nebius/Qwen/Qwen3.8-27B": {
         "input_cost_per_token": 4.5e-07,
@@ -44762,9 +44838,10 @@
         "max_input_tokens": 262144,
         "mode": "chat",
         "output_cost_per_token": 3e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/Qwen%2FQwen3.8-27B",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 1e-07
     },
     "nebius/zai-org/GLM-5.1": {
         "max_input_tokens": 202752,
@@ -44775,7 +44852,8 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.1"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 2.6e-07
     },
     "nebius/zai-org/GLM-5.2": {
         "max_input_tokens": 1048576,
@@ -44786,21 +44864,23 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.2"
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "cache_read_input_token_cost": 1.4e-07
     },
     "nebius/zai-org/GLM-5.3": {
         "input_cost_per_token": 1.4e-06,
         "litellm_provider": "nebius",
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "mode": "chat",
         "output_cost_per_token": 4.4e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.3",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 2.6e-07
     },
     "nebius/zai-org/GLM-5.3-Flash": {
-        "max_input_tokens": 1024000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 1024000,
         "input_cost_per_token": 1.5e-07,
         "output_cost_per_token": 5e-07,
@@ -44808,8 +44888,9 @@
         "mode": "chat",
         "supports_function_calling": true,
         "supports_reasoning": true,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/zai-org%2FGLM-5.3-Flash",
-        "supports_vision": true
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
+        "supports_vision": true,
+        "cache_read_input_token_cost": 3e-08
     },
     "nebius/BAAI/bge-en-icl": {
         "max_input_tokens": 32768,
@@ -49813,7 +49894,7 @@
         "mode": "chat",
         "output_cost_per_token": 3e-05,
         "prompt_cache_min_tokens": 512,
-        "source": "https://aws.amazon.com/bedrock/pricing/",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-gov-west-1/index.json",
         "supports_adaptive_thinking": true,
         "supports_assistant_prefill": false,
         "supports_computer_use": true,
@@ -49835,7 +49916,9 @@
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-gov-west-1"
-        }
+        },
+        "input_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_batches": 1.5e-05
     },
     "us-gov.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -52922,6 +53005,7 @@
 
     },
     "vertex_ai/gemini-3.1-flash-lite-image": {
+        "deprecation_date": "2027-06-28",
         "cache_read_input_token_cost": 2.5e-08,
         "cache_read_input_token_cost_batches": 1.25e-08,
         "cache_read_input_token_cost_flex": 1.25e-08,
@@ -54150,7 +54234,7 @@
     "voyage/voyage-lite-01": {
         "input_cost_per_token": 1e-07,
         "litellm_provider": "voyage",
-        "max_input_tokens": 4096,
+        "max_input_tokens": 4000,
         "mode": "embedding",
         "output_cost_per_token": 0.0
     },
@@ -64809,7 +64893,7 @@
         "supports_vision": false
     },
     "novita/deepseek/deepseek-v4-pro-0813": {
-        "cache_read_input_token_cost": 1.3200000000000002e-07,
+        "cache_read_input_token_cost": 4.4e-08,
         "input_cost_per_token": 1.32e-06,
         "litellm_provider": "novita",
         "max_input_tokens": 1048576,
@@ -64921,13 +65005,13 @@
         "supports_vision": false
     },
     "novita/mindai/macaron-v1-venti": {
-        "cache_read_input_token_cost": 3e-07,
-        "input_cost_per_token": 1.5e-06,
+        "cache_read_input_token_cost": 1.65e-07,
+        "input_cost_per_token": 8.25e-07,
         "litellm_provider": "novita",
         "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
         "mode": "chat",
-        "output_cost_per_token": 4.5e-06,
+        "output_cost_per_token": 2.475e-06,
         "source": "https://novita.ai/pricing",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
@@ -65030,13 +65114,13 @@
         "supports_vision": false
     },
     "novita/mindai/macaron-v1-tall": {
-        "cache_read_input_token_cost": 8e-08,
-        "input_cost_per_token": 4.5000000000000003e-07,
+        "cache_read_input_token_cost": 4.4e-08,
+        "input_cost_per_token": 2.475e-07,
         "litellm_provider": "novita",
         "max_input_tokens": 262144,
         "max_output_tokens": 32768,
         "mode": "chat",
-        "output_cost_per_token": 2.6e-06,
+        "output_cost_per_token": 1.43e-06,
         "source": "https://novita.ai/pricing",
         "supports_function_calling": true,
         "supports_prompt_caching": true,
@@ -66461,9 +66545,9 @@
     "deepinfra/deepseek-ai/DeepSeek-V4-Flash-0731": {
         "max_output_tokens": 1048576,
         "max_input_tokens": 1048576,
-        "input_cost_per_token": 8e-08,
+        "input_cost_per_token": 6e-08,
         "output_cost_per_token": 1.8e-07,
-        "cache_read_input_token_cost": 1.6e-08,
+        "cache_read_input_token_cost": 1.5e-08,
         "supports_prompt_caching": true,
         "litellm_provider": "deepinfra",
         "mode": "chat",
@@ -66842,8 +66926,8 @@
     "deepinfra/google/gemma-4-31B-it": {
         "max_output_tokens": 262144,
         "max_input_tokens": 262144,
-        "input_cost_per_token": 1.3e-07,
-        "output_cost_per_token": 3.8e-07,
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 4e-07,
         "litellm_provider": "deepinfra",
         "mode": "chat",
         "supports_function_calling": true,
@@ -68554,7 +68638,10 @@
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "us-gov-west-1"
-        }
+        },
+        "input_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_batches": 1.5e-05,
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-gov-west-1/index.json"
     },
     "bedrock/us-gov-west-1/anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -68829,7 +68916,10 @@
         "supports_sampling_params": false,
         "supports_tool_choice": true,
         "supports_vision": true,
-        "supports_xhigh_reasoning_effort": true
+        "supports_xhigh_reasoning_effort": true,
+        "input_cost_per_token_batches": 3e-06,
+        "output_cost_per_token_batches": 1.5e-05,
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/us-gov-east-1/index.json"
     },
     "bedrock/us-gov-east-1/anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -69852,6 +69942,14 @@
         "cache_read_input_token_cost": 3e-08,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
+    "perplexity/google/gemini-4-argon": {
+        "litellm_provider": "perplexity",
+        "mode": "responses",
+        "input_cost_per_token": 2e-06,
+        "output_cost_per_token": 1e-05,
+        "cache_read_input_token_cost": 1e-07,
+        "source": "https://docs.perplexity.ai/docs/agent-api/models"
+    },
     "perplexity/google/gemini-3.6-flash": {
         "litellm_provider": "perplexity",
         "mode": "responses",
@@ -69979,6 +70077,14 @@
         "cache_read_input_token_cost": 1.15e-09,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
+    "perplexity/perplexity/nemotron-3.5-super-120b-a12b": {
+        "litellm_provider": "perplexity",
+        "mode": "responses",
+        "input_cost_per_token": 2e-07,
+        "output_cost_per_token": 5e-07,
+        "cache_read_input_token_cost": 4e-08,
+        "source": "https://docs.perplexity.ai/docs/agent-api/models"
+    },
     "perplexity/perplexity/nemotron-3-ultra-550b-a55b": {
         "litellm_provider": "perplexity",
         "mode": "responses",
@@ -70104,12 +70210,12 @@
         "input_cost_per_token": 1.5e-06,
         "litellm_provider": "vertex_ai",
         "max_output_tokens": 57920,
-        "max_input_tokens": 57920,
+        "max_input_tokens": 131072,
         "mode": "chat",
         "output_cost_per_reasoning_token": 9e-06,
         "output_cost_per_token": 9e-06,
         "output_cost_per_video_token": 1.75e-05,
-        "source": "https://cloud.google.com/gemini-enterprise-agent-platform/generative-ai/pricing",
+        "source": "https://docs.cloud.google.com/gemini-enterprise-agent-platform/models/gemini/omni-1-1-flash",
         "supported_endpoints": [
             "/v1beta/interactions"
         ],
@@ -74505,12 +74611,14 @@
         "input_cost_per_token": 5.5e-06,
         "cache_read_input_token_cost": 5.5e-07,
         "output_cost_per_token": 2.75e-05,
-        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/index.json",
+        "source": "https://pricing.us-east-1.amazonaws.com/offers/v1.0/aws/AmazonBedrockFoundationModels/current/ap-northeast-1/index.json",
         "token_count_model": {
             "model": "anthropic.claude-opus-5",
             "litellm_provider": "bedrock_mantle",
             "region": "ap-southeast-4"
-        }
+        },
+        "input_cost_per_token_batches": 2.75e-06,
+        "output_cost_per_token_batches": 1.375e-05
     },
     "apac.anthropic.claude-opus-5-5": {
         "bedrock_converse_supports_strict_tools": false,
@@ -75107,7 +75215,7 @@
         "supports_function_calling": true,
         "input_cost_per_token": 2e-06,
         "output_cost_per_token": 1e-05,
-        "cache_read_input_token_cost": 2e-07,
+        "cache_read_input_token_cost": 1e-07,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
     "perplexity/anthropic/claude-fable-5-1": {
@@ -75155,6 +75263,9 @@
         "output_cost_per_token": 5e-05,
         "cache_read_input_token_cost": 1e-06,
         "cache_creation_input_token_cost": 1.25e-05,
+        "input_cost_per_token_above_272k_tokens": 2e-05,
+        "output_cost_per_token_above_272k_tokens": 7.5e-05,
+        "cache_read_input_token_cost_above_272k_tokens": 2e-06,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
     "perplexity/openai/gpt-6-luna": {
@@ -76622,6 +76733,9 @@
         "input_cost_per_token": 1e-07,
         "output_cost_per_token": 5e-07,
         "cache_read_input_token_cost": 1e-08,
+        "input_cost_per_token_above_100k_tokens": 5e-07,
+        "output_cost_per_token_above_100k_tokens": 2.5e-06,
+        "cache_read_input_token_cost_above_100k_tokens": 5e-08,
         "source": "https://docs.perplexity.ai/docs/agent-api/models"
     },
     "us-gov.anthropic.claude-haiku-5-5": {
@@ -77096,6 +77210,7 @@
         "web_search_billing_unit": "per_query"
     },
     "vertex_ai/gemini-4-argon": {
+        "deprecation_date": "2027-10-13",
         "cache_read_input_token_cost": 1e-07,
         "cache_read_input_token_cost_batches": 5e-08,
         "cache_read_input_token_cost_flex": 5e-08,
@@ -77504,9 +77619,10 @@
         "max_output_tokens": 1048576,
         "mode": "chat",
         "output_cost_per_token": 1e-06,
-        "source": "https://tokenfactory.nebius.com/models/catalog/text2text/reflection%2Fbeam",
+        "source": "https://tokenfactory.nebius.com/api/public/models_info",
         "supports_function_calling": true,
-        "supports_reasoning": true
+        "supports_reasoning": true,
+        "cache_read_input_token_cost": 5e-08
     },
     "baseten/deepseek-ai/DeepSeek-V4.1-Flash-1017": {
         "cache_read_input_token_cost": 7e-09,
@@ -81777,5 +81893,55 @@
         "supports_response_schema": true,
         "supports_vision": true,
         "supports_xhigh_reasoning_effort": true
+    },
+    "nebius/deepseek-ai/DeepSeek-V4.1-Flash-1017": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 3e-07,
+        "cache_read_input_token_cost": 6e-09,
+        "output_cost_per_token": 1.2e-06,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/meta-models/muse-spark-open": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 1.25e-06,
+        "cache_read_input_token_cost": 1.5e-07,
+        "output_cost_per_token": 4.25e-06,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/MiniMaxAI/MiniMax-M3.1-Flash": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 1.5e-07,
+        "cache_read_input_token_cost": 1.5e-08,
+        "output_cost_per_token": 6e-07,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
+    },
+    "nebius/nvidia/Nemotron-3.5-Super-VL": {
+        "max_input_tokens": 1048576,
+        "input_cost_per_token": 3e-07,
+        "cache_read_input_token_cost": 6e-08,
+        "output_cost_per_token": 9e-07,
+        "litellm_provider": "nebius",
+        "mode": "chat",
+        "supports_vision": true,
+        "supports_video_input": true,
+        "supports_reasoning": true,
+        "supports_function_calling": true,
+        "source": "https://tokenfactory.nebius.com/api/public/models_info"
     }
 }
diff --git a/tests/unit/llms/azure_ai/test_azure_ai_foundry_catalog_model_metadata.py b/tests/unit/llms/azure_ai/test_azure_ai_foundry_catalog_model_metadata.py
index 9b20192c3f2..a5b66efe7cd 100644
--- a/tests/unit/llms/azure_ai/test_azure_ai_foundry_catalog_model_metadata.py
+++ b/tests/unit/llms/azure_ai/test_azure_ai_foundry_catalog_model_metadata.py
@@ -22,6 +22,7 @@ TOKEN_PRICED_NAMES: Final = (
     "cohere-command-a",
     "grok-4-20-reasoning",
     "grok-4-20-non-reasoning",
+    "claude-mythos-5-1",
 )
 GROK_4_20_NAMES: Final = ("grok-4-20-reasoning", "grok-4-20-non-reasoning")
 CATALOG_NAMES: Final = TOKEN_PRICED_NAMES + ("whisper",)