chore(model-profiles): refresh model profile data (#40171)

Automated refresh of model profile data for all in-monorepo partner
integrations via `langchain-profiles refresh`.

🤖 Generated by the [`refresh_model_profiles`
workflow](https://github.com/langchain-ai/langchain/blob/master/.github/workflows/refresh_model_profiles.yml).

## Summary of changes

**4 added · 0 removed · 11 changed** across 4 provider(s).

<details>
<summary>fireworks-ai</summary>

**➕ 1 added**
- `accounts/fireworks/models/deepseek-v4-flash-vision-exp` — 1,000,000
ctx, 384,000 out, text+image in, reasoning, tools

</details>

<details>
<summary>huggingface</summary>

**✏️ 1 changed**
- `tencent/Hy3`: max output tokens 64,000 → 128,000

</details>

<details>
<summary>openai</summary>

**✏️ 2 changed**
- `gpt-5.2-chat-latest`: status unset → `deprecated`
- `gpt-5.3-chat-latest`: status unset → `deprecated`

</details>

<details>
<summary>openrouter</summary>

**➕ 3 added**
- `google/gemini-3.8-flash` — 1,048,576 ctx, 65,536 out,
text+image+audio+video+pdf in, reasoning, tools
- `meta/muse-spark-1.3` — 1,048,576 ctx, 943,718 out,
text+image+audio+video+pdf in, reasoning, tools
- `meta/muse-spark-1.3-contributor` — 1,048,576 ctx, 943,718 out,
text+image+audio+video+pdf in, reasoning, tools

**✏️ 8 changed**
- `meta-llama/llama-3.3-70b-instruct`: max output tokens 115,200 →
16,384
- `meta/muse-glimmer-30b`: max output tokens 16,384 → 117,964
- `nvidia/nemotron-3-nano-30b-a3b`: max output tokens 228,000 → 235,929
- `nvidia/nemotron-3-ultra-550b-a55b`: max output tokens 32,768 →
182,520
- `qwen/qwen3.5-397b-a17b`: max output tokens 65,536 → 235,929
- `qwen/qwen3.8-2.4t-a95b`: max output tokens 131,072 → 262,144
- `z-ai/glm-4.6`: max output tokens 16,384 → 131,072
- `~z-ai/glm-flash-latest`: max output tokens 131,072 → 943,718

</details>

Co-authored-by: mdrxy <61371264+mdrxy@users.noreply.github.com>

libs/partners/fireworks/langchain_fireworks/data/_profiles.py

@@ -38,6 +38,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "accounts/fireworks/models/deepseek-v4-flash-vision-exp": {
+        "name": "DeepSeek V4 Flash Vision Exp",
+        "release_date": "2026-08-21",
+        "last_updated": "2026-08-21",
+        "open_weights": False,
+        "max_input_tokens": 1000000,
+        "max_output_tokens": 384000,
+        "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,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
     "accounts/fireworks/models/deepseek-v4-pro": {
         "tool_call_streaming": True,
         "reasoning_effort_levels": [

libs/partners/huggingface/langchain_huggingface/data/_profiles.py

@@ -1255,7 +1255,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-07-06",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 64000,
+        "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,

libs/partners/openai/langchain_openai/data/_profiles.py

@@ -642,6 +642,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
     },
     "gpt-5.2-chat-latest": {
         "name": "GPT-5.2 Chat",
+        "status": "deprecated",
         "release_date": "2025-12-11",
         "last_updated": "2025-12-11",
         "open_weights": False,
@@ -725,6 +726,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
     },
     "gpt-5.3-chat-latest": {
         "name": "GPT-5.3 Chat (latest)",
+        "status": "deprecated",
         "release_date": "2026-03-03",
         "last_updated": "2026-03-03",
         "open_weights": False,

libs/partners/openrouter/langchain_openrouter/data/_profiles.py

@@ -1695,6 +1695,29 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "google/gemini-3.8-flash": {
+        "name": "Gemini 3.8 Flash",
+        "release_date": "2026-09-02",
+        "last_updated": "2026-09-02",
+        "open_weights": False,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 65536,
+        "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/gemma-2-27b-it": {
         "name": "Gemma 2 27B",
         "release_date": "2024-07-13",
@@ -2295,7 +2318,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2024-12-06",
         "open_weights": True,
         "max_input_tokens": 131072,
-        "max_output_tokens": 115200,
+        "max_output_tokens": 16384,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -2383,7 +2406,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-08-10",
         "open_weights": True,
         "max_input_tokens": 131072,
-        "max_output_tokens": 16384,
+        "max_output_tokens": 117964,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -2468,6 +2491,52 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "meta/muse-spark-1.3": {
+        "name": "Muse Spark 1.3",
+        "release_date": "2026-09-02",
+        "last_updated": "2026-09-02",
+        "open_weights": False,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 943718,
+        "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,
+    },
+    "meta/muse-spark-1.3-contributor": {
+        "name": "Muse Spark 1.3 Contributor",
+        "release_date": "2026-09-02",
+        "last_updated": "2026-09-02",
+        "open_weights": False,
+        "max_input_tokens": 1048576,
+        "max_output_tokens": 943718,
+        "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,
+    },
     "microsoft/phi-4": {
         "name": "Phi 4",
         "release_date": "2025-01-10",
@@ -3497,7 +3566,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2025-12-15",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 228000,
+        "max_output_tokens": 235929,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -3585,7 +3654,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-06-04",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 32768,
+        "max_output_tokens": 182520,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -6092,7 +6161,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-02-15",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 65536,
+        "max_output_tokens": 235929,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -6378,7 +6447,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-08-12",
         "open_weights": True,
         "max_input_tokens": 1048576,
-        "max_output_tokens": 131072,
+        "max_output_tokens": 262144,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -7353,7 +7422,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2025-09-30",
         "open_weights": True,
         "max_input_tokens": 204800,
-        "max_output_tokens": 16384,
+        "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -7868,7 +7937,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-08-27",
         "open_weights": False,
         "max_input_tokens": 1310720,
-        "max_output_tokens": 131072,
+        "max_output_tokens": 943718,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,