diff --git a/libs/partners/openai/langchain_openai/data/_profiles.py b/libs/partners/openai/langchain_openai/data/_profiles.py
index 9a5955bac1f..ecf2542937f 100644
--- a/libs/partners/openai/langchain_openai/data/_profiles.py
+++ b/libs/partners/openai/langchain_openai/data/_profiles.py
@@ -16,146 +16,7 @@ https://docs.langchain.com/oss/python/langchain/models#updating-or-overwriting-p
 from typing import Any
 
 _PROFILES: dict[str, dict[str, Any]] = {
-    "gpt-4.1-nano": {
-        "max_input_tokens": 1047576,
-        "max_output_tokens": 32768,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "text-embedding-3-small": {
-        "max_input_tokens": 8191,
-        "max_output_tokens": 1536,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4": {
-        "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,
-        "structured_output": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o1-pro": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4o-2024-05-13": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 4096,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.2-codex": {
-        "max_input_tokens": 400000,
-        "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,
-        "image_url_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.1-codex": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4o-2024-08-06": {
+    "gpt-4o-2024-11-20": {
         "max_input_tokens": 128000,
         "max_output_tokens": 16384,
         "text_inputs": True,
@@ -175,362 +36,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-4.1-mini": {
-        "max_input_tokens": 1047576,
-        "max_output_tokens": 32768,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o3-deep-research": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-3.5-turbo": {
-        "max_input_tokens": 16385,
-        "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,
-        "structured_output": False,
-        "image_url_inputs": False,
-        "pdf_inputs": False,
-        "pdf_tool_message": False,
-        "image_tool_message": False,
-        "tool_choice": True,
-    },
-    "gpt-5.2-pro": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "text-embedding-3-large": {
-        "max_input_tokens": 8191,
-        "max_output_tokens": 3072,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4-turbo": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 4096,
-        "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": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o1-preview": {
-        "max_input_tokens": 128000,
-        "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": False,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.1-codex-mini": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o3-mini": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.2-chat-latest": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 16384,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.1": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "codex-mini-latest": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5-nano": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5-codex": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4o": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4.1": {
-        "max_input_tokens": 1047576,
-        "max_output_tokens": 32768,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o4-mini": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o1": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
     "gpt-5.3-codex": {
         "max_input_tokens": 400000,
         "max_output_tokens": 128000,
@@ -551,205 +56,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
-    "gpt-5-mini": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o1-mini": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 65536,
-        "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": False,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "text-embedding-ada-002": {
-        "max_input_tokens": 8192,
-        "max_output_tokens": 1536,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o3-pro": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4o-2024-11-20": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5.1-codex-max": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o3": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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": True,
-        "tool_calling": True,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "o4-mini-deep-research": {
-        "max_input_tokens": 200000,
-        "max_output_tokens": 100000,
-        "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": True,
-        "tool_calling": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5-chat-latest": {
-        "max_input_tokens": 272000,
-        "max_output_tokens": 128000,
-        "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": True,
-        "tool_calling": False,
-        "structured_output": True,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-4o-mini": {
-        "max_input_tokens": 128000,
-        "max_output_tokens": 16384,
-        "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,
-        "image_url_inputs": True,
-        "pdf_inputs": True,
-        "pdf_tool_message": True,
-        "image_tool_message": True,
-        "tool_choice": True,
-    },
-    "gpt-5": {
+    "gpt-5-codex": {
         "max_input_tokens": 272000,
         "max_output_tokens": 128000,
         "text_inputs": True,
@@ -789,6 +96,380 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
+    "gpt-4o-mini": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "text-embedding-ada-002": {
+        "max_input_tokens": 8192,
+        "max_output_tokens": 1536,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5-chat-latest": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": False,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "codex-mini-latest": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.1-codex-max": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4o-2024-05-13": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.2-chat-latest": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 16384,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.2-codex": {
+        "max_input_tokens": 400000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o3-deep-research": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o1": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.1": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o4-mini-deep-research": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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": True,
+        "tool_calling": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.3-codex-spark": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 32000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o3": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "text-embedding-3-small": {
+        "max_input_tokens": 8191,
+        "max_output_tokens": 1536,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4.1-nano": {
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "text-embedding-3-large": {
+        "max_input_tokens": 8191,
+        "max_output_tokens": 3072,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-3.5-turbo": {
+        "max_input_tokens": 16385,
+        "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,
+        "structured_output": False,
+        "image_url_inputs": False,
+        "pdf_inputs": False,
+        "pdf_tool_message": False,
+        "image_tool_message": False,
+        "tool_choice": True,
+    },
+    "gpt-5.1-codex-mini": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
     "gpt-5.2": {
         "max_input_tokens": 272000,
         "max_output_tokens": 128000,
@@ -809,6 +490,265 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
+    "gpt-4.1": {
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o3-pro": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4-turbo": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 4096,
+        "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": False,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o4-mini": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4.1-mini": {
+        "max_input_tokens": 1047576,
+        "max_output_tokens": 32768,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o1-preview": {
+        "max_input_tokens": 128000,
+        "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": False,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o1-pro": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.1-codex": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5.2-pro": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": False,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o3-mini": {
+        "max_input_tokens": 200000,
+        "max_output_tokens": 100000,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4o-2024-08-06": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 16384,
+        "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,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5-mini": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "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": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
     "gpt-5.1-chat-latest": {
         "max_input_tokens": 272000,
         "max_output_tokens": 16384,
@@ -829,4 +769,84 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "image_tool_message": True,
         "tool_choice": True,
     },
+    "gpt-4": {
+        "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,
+        "structured_output": False,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-5-nano": {
+        "max_input_tokens": 272000,
+        "max_output_tokens": 128000,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
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+        "audio_outputs": False,
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+        "reasoning_output": True,
+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "o1-mini": {
+        "max_input_tokens": 128000,
+        "max_output_tokens": 65536,
+        "text_inputs": True,
+        "image_inputs": False,
+        "audio_inputs": False,
+        "video_inputs": False,
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+        "video_outputs": False,
+        "reasoning_output": True,
+        "tool_calling": False,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
+    "gpt-4o": {
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+        "max_output_tokens": 16384,
+        "text_inputs": True,
+        "image_inputs": True,
+        "audio_inputs": False,
+        "video_inputs": False,
+        "text_outputs": True,
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+        "audio_outputs": False,
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+        "tool_calling": True,
+        "structured_output": True,
+        "image_url_inputs": True,
+        "pdf_inputs": True,
+        "pdf_tool_message": True,
+        "image_tool_message": True,
+        "tool_choice": True,
+    },
 }