diff --git a/libs/partners/anthropic/langchain_anthropic/data/_profiles.py b/libs/partners/anthropic/langchain_anthropic/data/_profiles.py
index ad6da1d1321..2caba64c2d6 100644
--- a/libs/partners/anthropic/langchain_anthropic/data/_profiles.py
+++ b/libs/partners/anthropic/langchain_anthropic/data/_profiles.py
@@ -223,6 +223,31 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "structured_output": False,
     },
+    "claude-fable-5": {
+        "name": "Claude Fable 5",
+        "release_date": "2026-06-09",
+        "last_updated": "2026-06-09",
+        "open_weights": False,
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "attachment": True,
+        "temperature": False,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "structured_output": False,
+    },
     "claude-haiku-4-5": {
         "name": "Claude Haiku 4.5 (latest)",
         "release_date": "2025-10-15",
diff --git a/libs/partners/groq/langchain_groq/data/_profiles.py b/libs/partners/groq/langchain_groq/data/_profiles.py
index cfb70b4c72b..912272342bb 100644
--- a/libs/partners/groq/langchain_groq/data/_profiles.py
+++ b/libs/partners/groq/langchain_groq/data/_profiles.py
@@ -16,28 +16,9 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "allam-2-7b": {
-        "name": "ALLaM-2-7b",
-        "release_date": "2024-09",
-        "last_updated": "2024-09",
-        "open_weights": False,
-        "max_input_tokens": 4096,
-        "max_output_tokens": 4096,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "attachment": False,
-        "temperature": True,
-    },
     "canopylabs/orpheus-arabic-saudi": {
-        "name": "Orpheus Arabic Saudi",
+        "name": "Canopy Labs Orpheus Arabic Saudi",
+        "status": "beta",
         "release_date": "2025-12-16",
         "last_updated": "2025-12-16",
         "open_weights": False,
@@ -54,10 +35,11 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": False,
         "attachment": False,
-        "temperature": True,
+        "temperature": False,
     },
     "canopylabs/orpheus-v1-english": {
-        "name": "Orpheus V1 English",
+        "name": "Canopy Labs Orpheus V1 English",
+        "status": "beta",
         "release_date": "2025-12-19",
         "last_updated": "2025-12-19",
         "open_weights": False,
@@ -74,49 +56,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": False,
         "attachment": False,
-        "temperature": True,
-    },
-    "deepseek-r1-distill-llama-70b": {
-        "name": "DeepSeek R1 Distill Llama 70B",
-        "status": "deprecated",
-        "release_date": "2025-01-20",
-        "last_updated": "2025-01-20",
-        "open_weights": True,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "attachment": False,
-        "temperature": True,
-    },
-    "gemma2-9b-it": {
-        "name": "Gemma 2 9B",
-        "status": "deprecated",
-        "release_date": "2024-06-27",
-        "last_updated": "2024-06-27",
-        "open_weights": True,
-        "max_input_tokens": 8192,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "attachment": False,
-        "temperature": True,
+        "temperature": False,
     },
     "groq/compound": {
         "name": "Compound",
@@ -133,8 +73,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
+        "reasoning_output": False,
+        "tool_calling": False,
         "attachment": False,
         "temperature": True,
     },
@@ -153,13 +93,13 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
+        "reasoning_output": False,
+        "tool_calling": False,
         "attachment": False,
         "temperature": True,
     },
     "llama-3.1-8b-instant": {
-        "name": "Llama 3.1 8B Instant",
+        "name": "Llama 3.1 8B",
         "release_date": "2024-07-23",
         "last_updated": "2024-07-23",
         "open_weights": True,
@@ -179,7 +119,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
     },
     "llama-3.3-70b-versatile": {
-        "name": "Llama 3.3 70B Versatile",
+        "name": "Llama 3.3 70B",
         "release_date": "2024-12-06",
         "last_updated": "2024-12-06",
         "open_weights": True,
@@ -198,93 +138,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "attachment": False,
         "temperature": True,
     },
-    "llama-guard-3-8b": {
-        "name": "Llama Guard 3 8B",
-        "status": "deprecated",
-        "release_date": "2024-07-23",
-        "last_updated": "2024-07-23",
-        "open_weights": True,
-        "max_input_tokens": 8192,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "attachment": False,
-        "temperature": True,
-    },
-    "llama3-70b-8192": {
-        "name": "Llama 3 70B",
-        "status": "deprecated",
-        "release_date": "2024-04-18",
-        "last_updated": "2024-04-18",
-        "open_weights": True,
-        "max_input_tokens": 8192,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "attachment": False,
-        "temperature": True,
-    },
-    "llama3-8b-8192": {
-        "name": "Llama 3 8B",
-        "status": "deprecated",
-        "release_date": "2024-04-18",
-        "last_updated": "2024-04-18",
-        "open_weights": True,
-        "max_input_tokens": 8192,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "attachment": False,
-        "temperature": True,
-    },
-    "meta-llama/llama-4-maverick-17b-128e-instruct": {
-        "name": "Llama 4 Maverick 17B",
-        "status": "deprecated",
-        "release_date": "2025-04-05",
-        "last_updated": "2025-04-05",
-        "open_weights": True,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 8192,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-        "attachment": False,
-        "temperature": True,
-    },
     "meta-llama/llama-4-scout-17b-16e-instruct": {
-        "name": "Llama 4 Scout 17B",
+        "name": "Llama 4 Scout 17B 16E",
+        "status": "beta",
         "release_date": "2025-04-05",
         "last_updated": "2025-04-05",
         "open_weights": True,
@@ -301,34 +157,14 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": True,
         "structured_output": True,
-        "attachment": False,
-        "temperature": True,
-    },
-    "meta-llama/llama-guard-4-12b": {
-        "name": "Llama Guard 4 12B",
-        "status": "deprecated",
-        "release_date": "2025-04-05",
-        "last_updated": "2025-04-05",
-        "open_weights": True,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 1024,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "attachment": False,
+        "attachment": True,
         "temperature": True,
     },
     "meta-llama/llama-prompt-guard-2-22m": {
         "name": "Llama Prompt Guard 2 22M",
-        "release_date": "2024-10-01",
-        "last_updated": "2024-10-01",
+        "status": "beta",
+        "release_date": "2025-05-29",
+        "last_updated": "2025-05-29",
         "open_weights": True,
         "max_input_tokens": 512,
         "max_output_tokens": 512,
@@ -343,12 +179,13 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": False,
         "attachment": False,
-        "temperature": True,
+        "temperature": False,
     },
     "meta-llama/llama-prompt-guard-2-86m": {
-        "name": "Llama Prompt Guard 2 86M",
-        "release_date": "2024-10-01",
-        "last_updated": "2024-10-01",
+        "name": "Prompt Guard 2 86M",
+        "status": "beta",
+        "release_date": "2025-05-29",
+        "last_updated": "2025-05-29",
         "open_weights": True,
         "max_input_tokens": 512,
         "max_output_tokens": 512,
@@ -363,75 +200,12 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "reasoning_output": False,
         "tool_calling": False,
         "attachment": False,
-        "temperature": True,
-    },
-    "mistral-saba-24b": {
-        "name": "Mistral Saba 24B",
-        "status": "deprecated",
-        "release_date": "2025-02-06",
-        "last_updated": "2025-02-06",
-        "open_weights": False,
-        "max_input_tokens": 32768,
-        "max_output_tokens": 32768,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "attachment": False,
-        "temperature": True,
-    },
-    "moonshotai/kimi-k2-instruct": {
-        "name": "Kimi K2 Instruct",
-        "status": "deprecated",
-        "release_date": "2025-07-14",
-        "last_updated": "2025-07-14",
-        "open_weights": True,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "attachment": False,
-        "temperature": True,
-    },
-    "moonshotai/kimi-k2-instruct-0905": {
-        "name": "Kimi K2 Instruct 0905",
-        "release_date": "2025-09-05",
-        "last_updated": "2026-05-27",
-        "open_weights": True,
-        "max_input_tokens": 262144,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": True,
-        "attachment": False,
-        "temperature": True,
+        "temperature": False,
     },
     "openai/gpt-oss-120b": {
         "name": "GPT OSS 120B",
         "release_date": "2025-08-05",
-        "last_updated": "2026-05-27",
+        "last_updated": "2025-10-21",
         "open_weights": True,
         "max_input_tokens": 131072,
         "max_output_tokens": 65536,
@@ -452,7 +226,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
     "openai/gpt-oss-20b": {
         "name": "GPT OSS 20B",
         "release_date": "2025-08-05",
-        "last_updated": "2026-05-27",
+        "last_updated": "2025-09-25",
         "open_weights": True,
         "max_input_tokens": 131072,
         "max_output_tokens": 65536,
@@ -472,8 +246,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
     },
     "openai/gpt-oss-safeguard-20b": {
         "name": "Safety GPT OSS 20B",
-        "release_date": "2025-03-05",
-        "last_updated": "2025-03-05",
+        "status": "beta",
+        "release_date": "2025-10-29",
+        "last_updated": "2025-10-29",
         "open_weights": True,
         "max_input_tokens": 131072,
         "max_output_tokens": 65536,
@@ -487,34 +262,15 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "attachment": False,
-        "temperature": True,
-    },
-    "qwen-qwq-32b": {
-        "name": "Qwen QwQ 32B",
-        "status": "deprecated",
-        "release_date": "2024-11-27",
-        "last_updated": "2024-11-27",
-        "open_weights": True,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 16384,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
     },
     "qwen/qwen3-32b": {
-        "name": "Qwen3 32B",
-        "release_date": "2024-12-23",
-        "last_updated": "2024-12-23",
+        "name": "Qwen3-32B",
+        "status": "beta",
+        "release_date": "2025-06-11",
+        "last_updated": "2025-06-12",
         "open_weights": True,
         "max_input_tokens": 131072,
         "max_output_tokens": 40960,
@@ -532,12 +288,12 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
     },
     "whisper-large-v3": {
-        "name": "Whisper Large V3",
+        "name": "Whisper",
         "release_date": "2023-09-01",
         "last_updated": "2025-09-05",
         "open_weights": True,
-        "max_input_tokens": 448,
-        "max_output_tokens": 448,
+        "max_input_tokens": 0,
+        "max_output_tokens": 0,
         "text_inputs": False,
         "image_inputs": False,
         "audio_inputs": True,
@@ -552,12 +308,12 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
     },
     "whisper-large-v3-turbo": {
-        "name": "Whisper Large v3 Turbo",
+        "name": "Whisper Large V3 Turbo",
         "release_date": "2024-10-01",
         "last_updated": "2024-10-01",
         "open_weights": True,
-        "max_input_tokens": 448,
-        "max_output_tokens": 448,
+        "max_input_tokens": 0,
+        "max_output_tokens": 0,
         "text_inputs": False,
         "image_inputs": False,
         "audio_inputs": True,
diff --git a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
index b9a945243fb..40994f5321a 100644
--- a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
+++ b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
@@ -311,6 +311,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "attachment": True,
         "temperature": True,
     },
+    "anthropic/claude-fable-5": {
+        "name": "Claude Fable 5",
+        "release_date": "2026-06-09",
+        "last_updated": "2026-06-09",
+        "open_weights": False,
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "pdf_inputs": True,
+        "video_inputs": False,
+        "text_outputs": True,
+        "image_outputs": False,
+        "audio_outputs": False,
+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "attachment": True,
+        "temperature": False,
+    },
     "anthropic/claude-haiku-4.5": {
         "name": "Claude Haiku 4.5 (latest)",
         "release_date": "2025-10-15",
@@ -618,27 +640,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "attachment": False,
         "temperature": True,
     },
-    "arcee-ai/maestro-reasoning": {
-        "name": "Maestro Reasoning",
-        "release_date": "2025-05-05",
-        "last_updated": "2025-05-05",
-        "open_weights": False,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 32000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": False,
-        "structured_output": False,
-        "attachment": False,
-        "temperature": True,
-    },
     "arcee-ai/trinity-large-thinking": {
         "name": "Trinity Large Thinking",
         "release_date": "2026-04-01",
@@ -2567,8 +2568,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-03-18",
         "last_updated": "2026-03-18",
         "open_weights": True,
-        "max_input_tokens": 196608,
-        "max_output_tokens": 196608,
+        "max_input_tokens": 204800,
+        "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -6819,27 +6820,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "attachment": False,
         "temperature": True,
     },
-    "z-ai/glm-4-32b": {
-        "name": "GLM 4 32B ",
-        "release_date": "2025-07-24",
-        "last_updated": "2025-07-24",
-        "open_weights": False,
-        "max_input_tokens": 128000,
-        "max_output_tokens": 128000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": False,
-        "tool_calling": True,
-        "structured_output": False,
-        "attachment": False,
-        "temperature": True,
-    },
     "z-ai/glm-4.5": {
         "name": "GLM-4.5",
         "release_date": "2025-07-28",
@@ -6882,27 +6862,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "attachment": False,
         "temperature": True,
     },
-    "z-ai/glm-4.5-air:free": {
-        "name": "GLM 4.5 Air (free)",
-        "release_date": "2025-07-28",
-        "last_updated": "2025-07-28",
-        "open_weights": True,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 96000,
-        "text_inputs": True,
-        "image_inputs": False,
-        "audio_inputs": False,
-        "video_inputs": False,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": False,
-        "attachment": False,
-        "temperature": True,
-    },
     "z-ai/glm-4.5v": {
         "name": "GLM-4.5V",
         "release_date": "2025-08-11",
@@ -6951,7 +6910,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2025-12-08",
         "open_weights": True,
         "max_input_tokens": 131072,
-        "max_output_tokens": 24000,
+        "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -7034,7 +6993,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-03-16",
         "last_updated": "2026-03-16",
         "open_weights": False,
-        "max_input_tokens": 202752,
+        "max_input_tokens": 262144,
         "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
@@ -7071,26 +7030,27 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "attachment": False,
         "temperature": True,
     },
-    "z-ai/glm-5v-turbo": {
-        "name": "GLM-5V-Turbo",
-        "release_date": "2026-04-01",
-        "last_updated": "2026-04-01",
+    "~anthropic/claude-fable-latest": {
+        "name": "Claude Fable Latest",
+        "release_date": "2026-06-09",
+        "last_updated": "2026-06-09",
         "open_weights": False,
-        "max_input_tokens": 202752,
-        "max_output_tokens": 131072,
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
-        "video_inputs": True,
+        "pdf_inputs": True,
+        "video_inputs": False,
         "text_outputs": True,
         "image_outputs": False,
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": True,
-        "temperature": True,
+        "temperature": False,
     },
     "~anthropic/claude-haiku-latest": {
         "name": "Anthropic Claude Haiku Latest",