diff --git a/libs/partners/openai/langchain_openai/data/_profiles.py b/libs/partners/openai/langchain_openai/data/_profiles.py
index 48685f24edd..c9653b0b026 100644
--- a/libs/partners/openai/langchain_openai/data/_profiles.py
+++ b/libs/partners/openai/langchain_openai/data/_profiles.py
@@ -987,6 +987,114 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "tool_choice": True,
         "tool_call_streaming": True,
     },
+    "gpt-5.6": {
+        "name": "GPT-5.6",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+        "tool_call_streaming": True,
+    },
+    "gpt-5.6-luna": {
+        "name": "GPT-5.6 Luna",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+        "tool_call_streaming": True,
+    },
+    "gpt-5.6-sol": {
+        "name": "GPT-5.6 Sol",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+        "tool_call_streaming": True,
+    },
+    "gpt-5.6-terra": {
+        "name": "GPT-5.6 Terra",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+        "tool_call_streaming": True,
+    },
     "gpt-image-1": {
         "name": "gpt-image-1",
         "release_date": "2025-04-24",
diff --git a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
index c0524193099..7421b96ad62 100644
--- a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
+++ b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
@@ -264,7 +264,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2024-10-22",
         "last_updated": "2024-10-22",
         "open_weights": True,
-        "max_input_tokens": 16384,
+        "max_input_tokens": 32768,
         "max_output_tokens": 2048,
         "text_inputs": True,
         "image_inputs": False,
@@ -718,7 +718,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-06-30",
         "last_updated": "2025-06-30",
         "open_weights": True,
-        "max_input_tokens": 123000,
+        "max_input_tokens": 131072,
         "max_output_tokens": 16000,
         "text_inputs": True,
         "image_inputs": True,
@@ -845,6 +845,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "cognitivecomputations/dolphin-mistral-24b-venice-edition": {
+        "name": "Uncensored",
+        "release_date": "2025-07-09",
+        "last_updated": "2025-07-09",
+        "open_weights": True,
+        "max_input_tokens": 128000,
+        "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,
+        "structured_output": False,
+        "attachment": False,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "cognitivecomputations/dolphin-mistral-24b-venice-edition:free": {
         "name": "Uncensored (free)",
         "release_date": "2025-07-09",
@@ -1004,7 +1026,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-12-01",
         "last_updated": "2026-02-28",
         "open_weights": True,
-        "max_input_tokens": 128000,
+        "max_input_tokens": 131072,
         "max_output_tokens": 16000,
         "text_inputs": True,
         "image_inputs": False,
@@ -1070,7 +1092,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-01-20",
         "last_updated": "2025-05-29",
         "open_weights": True,
-        "max_input_tokens": 64000,
+        "max_input_tokens": 163840,
         "max_output_tokens": 16000,
         "text_inputs": True,
         "image_inputs": False,
@@ -1114,7 +1136,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-01-23",
         "last_updated": "2025-01-23",
         "open_weights": True,
-        "max_input_tokens": 8192,
+        "max_input_tokens": 128000,
         "max_output_tokens": 8192,
         "text_inputs": True,
         "image_inputs": False,
@@ -1158,7 +1180,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-12-01",
         "last_updated": "2025-12-01",
         "open_weights": True,
-        "max_input_tokens": 128000,
+        "max_input_tokens": 131072,
         "max_output_tokens": 64000,
         "text_inputs": True,
         "image_inputs": False,
@@ -1309,29 +1331,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "google/gemini-2.5-flash-lite-preview-09-2025": {
-        "name": "Gemini 2.5 Flash Lite Preview 09-2025",
-        "release_date": "2025-09-25",
-        "last_updated": "2025-09-25",
-        "open_weights": False,
-        "max_input_tokens": 1048576,
-        "max_output_tokens": 65535,
-        "text_inputs": True,
-        "image_inputs": True,
-        "audio_inputs": True,
-        "pdf_inputs": True,
-        "video_inputs": True,
-        "text_outputs": True,
-        "image_outputs": False,
-        "audio_outputs": False,
-        "video_outputs": False,
-        "reasoning_output": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "attachment": True,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "google/gemini-2.5-pro": {
         "name": "Gemini 2.5 Pro",
         "release_date": "2025-06-17",
@@ -1608,7 +1607,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-02-19",
         "last_updated": "2026-02-19",
         "open_weights": False,
-        "max_input_tokens": 1048576,
+        "max_input_tokens": 1048756,
         "max_output_tokens": 65536,
         "text_inputs": True,
         "image_inputs": True,
@@ -1786,7 +1785,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-04-02",
         "last_updated": "2026-04-02",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 262144,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
@@ -2111,28 +2110,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "liquid/lfm-2-24b-a2b": {
-        "name": "LFM2-24B-A2B",
-        "release_date": "2026-02-25",
-        "last_updated": "2026-02-25",
-        "open_weights": True,
-        "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": False,
-        "structured_output": False,
-        "attachment": False,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "liquid/lfm-2.5-1.2b-instruct:free": {
         "name": "LFM2.5-1.2B-Instruct (free)",
         "release_date": "2026-01-20",
@@ -2292,7 +2269,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2024-09-25",
         "last_updated": "2024-09-25",
         "open_weights": True,
-        "max_input_tokens": 60000,
+        "max_input_tokens": 131072,
         "max_output_tokens": 60000,
         "text_inputs": True,
         "image_inputs": False,
@@ -2380,7 +2357,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2024-12-06",
         "last_updated": "2024-12-06",
         "open_weights": True,
-        "max_input_tokens": 65536,
+        "max_input_tokens": 131072,
         "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
@@ -2424,7 +2401,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-04-05",
         "last_updated": "2025-04-05",
         "open_weights": True,
-        "max_input_tokens": 327680,
+        "max_input_tokens": 10000000,
         "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": True,
@@ -2490,7 +2467,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2024-04-16",
         "last_updated": "2024-04-16",
         "open_weights": True,
-        "max_input_tokens": 65535,
+        "max_input_tokens": 65536,
         "max_output_tokens": 8000,
         "text_inputs": True,
         "image_inputs": False,
@@ -2622,7 +2599,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-02-12",
         "last_updated": "2026-02-12",
         "open_weights": True,
-        "max_input_tokens": 196608,
+        "max_input_tokens": 204800,
         "max_output_tokens": 196608,
         "text_inputs": True,
         "image_inputs": False,
@@ -2644,7 +2621,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-03-18",
         "last_updated": "2026-03-18",
         "open_weights": True,
-        "max_input_tokens": 196608,
+        "max_input_tokens": 204800,
         "max_output_tokens": 196608,
         "text_inputs": True,
         "image_inputs": False,
@@ -2666,8 +2643,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-06-01",
         "last_updated": "2026-06-01",
         "open_weights": True,
-        "max_input_tokens": 524288,
-        "max_output_tokens": 512000,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -3184,7 +3161,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-01",
         "last_updated": "2026-01",
         "open_weights": True,
-        "max_input_tokens": 256000,
+        "max_input_tokens": 262144,
         "max_output_tokens": 256000,
         "text_inputs": True,
         "image_inputs": True,
@@ -3229,7 +3206,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-06-12",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 16384,
+        "max_output_tokens": 262144,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -3536,7 +3513,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-03-11",
         "last_updated": "2026-03-11",
         "open_weights": True,
-        "max_input_tokens": 262144,
+        "max_input_tokens": 1000000,
         "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
@@ -3558,7 +3535,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-03-11",
         "last_updated": "2026-03-11",
         "open_weights": True,
-        "max_input_tokens": 262144,
+        "max_input_tokens": 1000000,
         "max_output_tokens": 262144,
         "text_inputs": True,
         "image_inputs": False,
@@ -3580,7 +3557,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-06-04",
         "last_updated": "2026-06-04",
         "open_weights": True,
-        "max_input_tokens": 262144,
+        "max_input_tokens": 1000000,
         "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
@@ -4683,6 +4660,144 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": False,
         "tool_call_streaming": True,
     },
+    "openai/gpt-5.6-luna": {
+        "name": "GPT-5.6 Luna",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "tool_call_streaming": True,
+    },
+    "openai/gpt-5.6-luna-pro": {
+        "name": "GPT-5.6 Luna Pro",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "tool_call_streaming": True,
+    },
+    "openai/gpt-5.6-sol": {
+        "name": "GPT-5.6 Sol",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "tool_call_streaming": True,
+    },
+    "openai/gpt-5.6-sol-pro": {
+        "name": "GPT-5.6 Sol Pro",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "tool_call_streaming": True,
+    },
+    "openai/gpt-5.6-terra": {
+        "name": "GPT-5.6 Terra",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "tool_call_streaming": True,
+    },
+    "openai/gpt-5.6-terra-pro": {
+        "name": "GPT-5.6 Terra Pro",
+        "release_date": "2026-07-09",
+        "last_updated": "2026-07-09",
+        "open_weights": False,
+        "max_input_tokens": 1050000,
+        "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,
+        "tool_call_streaming": True,
+    },
     "openai/gpt-audio": {
         "name": "GPT Audio",
         "release_date": "2026-01-19",
@@ -5336,7 +5451,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
     "poolside/laguna-m.1": {
         "name": "Laguna M.1",
         "release_date": "2026-04-28",
-        "last_updated": "2026-04-28",
+        "last_updated": "2026-06-13",
         "open_weights": True,
         "max_input_tokens": 262144,
         "max_output_tokens": 32768,
@@ -5358,7 +5473,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
     "poolside/laguna-m.1:free": {
         "name": "Laguna M.1 (free)",
         "release_date": "2026-04-28",
-        "last_updated": "2026-04-28",
+        "last_updated": "2026-06-13",
         "open_weights": True,
         "max_input_tokens": 262144,
         "max_output_tokens": 32768,
@@ -5421,56 +5536,12 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "poolside/laguna-xs.2": {
-        "name": "Laguna XS.2",
-        "release_date": "2026-04-28",
-        "last_updated": "2026-04-28",
-        "open_weights": True,
-        "max_input_tokens": 262144,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": False,
-        "attachment": False,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
-    "poolside/laguna-xs.2:free": {
-        "name": "Laguna XS.2 (free)",
-        "release_date": "2026-04-28",
-        "last_updated": "2026-04-28",
-        "open_weights": True,
-        "max_input_tokens": 262144,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": False,
-        "attachment": False,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "qwen/qwen-2.5-72b-instruct": {
         "name": "Qwen2.5 72B Instruct",
         "release_date": "2024-09-19",
         "last_updated": "2024-09-19",
         "open_weights": True,
-        "max_input_tokens": 32768,
+        "max_input_tokens": 131072,
         "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
@@ -5492,7 +5563,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2024-10-16",
         "last_updated": "2024-10-16",
         "open_weights": True,
-        "max_input_tokens": 32768,
+        "max_input_tokens": 131072,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": False,
@@ -5514,7 +5585,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2024-11-11",
         "last_updated": "2024-11-11",
         "open_weights": True,
-        "max_input_tokens": 32768,
+        "max_input_tokens": 128000,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": False,
@@ -5602,7 +5673,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-02-01",
         "last_updated": "2025-02-01",
         "open_weights": True,
-        "max_input_tokens": 128000,
+        "max_input_tokens": 131072,
         "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": True,
@@ -5624,7 +5695,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-04-28",
         "last_updated": "2025-04-28",
         "open_weights": True,
-        "max_input_tokens": 40960,
+        "max_input_tokens": 131702,
         "max_output_tokens": 40960,
         "text_inputs": True,
         "image_inputs": False,
@@ -5690,7 +5761,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-07-25",
         "last_updated": "2025-07-25",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 262144,
         "max_output_tokens": 262144,
         "text_inputs": True,
         "image_inputs": False,
@@ -5712,7 +5783,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-04-28",
         "last_updated": "2025-04-28",
         "open_weights": True,
-        "max_input_tokens": 40960,
+        "max_input_tokens": 131072,
         "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
@@ -5734,7 +5805,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-07-29",
         "last_updated": "2025-07-29",
         "open_weights": True,
-        "max_input_tokens": 128000,
+        "max_input_tokens": 131072,
         "max_output_tokens": 32000,
         "text_inputs": True,
         "image_inputs": False,
@@ -5756,7 +5827,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-08-28",
         "last_updated": "2025-08-28",
         "open_weights": True,
-        "max_input_tokens": 81920,
+        "max_input_tokens": 131072,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": False,
@@ -5778,7 +5849,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-04",
         "last_updated": "2025-04",
         "open_weights": True,
-        "max_input_tokens": 40960,
+        "max_input_tokens": 131072,
         "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
@@ -5822,7 +5893,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-07-23",
         "last_updated": "2025-07-23",
         "open_weights": True,
-        "max_input_tokens": 262144,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 65536,
         "text_inputs": True,
         "image_inputs": False,
@@ -5932,7 +6003,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-07-23",
         "last_updated": "2025-07-23",
         "open_weights": True,
-        "max_input_tokens": 262000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 262000,
         "text_inputs": True,
         "image_inputs": False,
@@ -6042,7 +6113,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-09",
         "last_updated": "2025-09",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 262144,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": False,
@@ -6108,7 +6179,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-10-06",
         "last_updated": "2025-10-06",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 262144,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
@@ -6152,7 +6223,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-10-23",
         "last_updated": "2025-10-23",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 262144,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
@@ -6174,7 +6245,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-10-14",
         "last_updated": "2025-10-14",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 256000,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
@@ -6196,7 +6267,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2025-10-14",
         "last_updated": "2025-10-14",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 256000,
         "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
@@ -6284,7 +6355,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-02-15",
         "last_updated": "2026-02-15",
         "open_weights": True,
-        "max_input_tokens": 131072,
+        "max_input_tokens": 256000,
         "max_output_tokens": 64000,
         "text_inputs": True,
         "image_inputs": True,
@@ -6394,7 +6465,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-04-22",
         "last_updated": "2026-04-22",
         "open_weights": True,
-        "max_input_tokens": 262140,
+        "max_input_tokens": 262144,
         "max_output_tokens": 262140,
         "text_inputs": True,
         "image_inputs": True,
@@ -7147,7 +7218,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-04-22",
         "last_updated": "2026-04-22",
         "open_weights": True,
-        "max_input_tokens": 32000,
+        "max_input_tokens": 1048576,
         "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": True,
@@ -7389,7 +7460,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-04-07",
         "last_updated": "2026-04-07",
         "open_weights": True,
-        "max_input_tokens": 200000,
+        "max_input_tokens": 202752,
         "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": False,
@@ -7412,7 +7483,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-06-13",
         "open_weights": True,
         "max_input_tokens": 1048576,
-        "max_output_tokens": 1048576,
+        "max_output_tokens": 101376,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,