diff --git a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
index eb03e80b5d6..c92b9754149 100644
--- a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
+++ b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
@@ -1203,7 +1203,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-24",
         "open_weights": True,
         "max_input_tokens": 1048576,
-        "max_output_tokens": 384000,
+        "max_output_tokens": 65536,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -1786,7 +1786,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-02",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 262144,
+        "max_output_tokens": 8192,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -1808,7 +1808,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-02",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 8192,
+        "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -2066,6 +2066,28 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
+    "kwaipilot/kat-coder-air-v2.5": {
+        "name": "KAT-Coder-Air V2.5",
+        "release_date": "2026-07-10",
+        "last_updated": "2026-07-10",
+        "open_weights": False,
+        "max_input_tokens": 256000,
+        "max_output_tokens": 80000,
+        "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,
+        "tool_call_streaming": True,
+    },
     "kwaipilot/kat-coder-pro-v2": {
         "name": "KAT-Coder-Pro V2",
         "release_date": "2026-03-27",
@@ -2088,13 +2110,13 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "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",
-        "last_updated": "2026-01-20",
-        "open_weights": True,
-        "max_input_tokens": 32768,
-        "max_output_tokens": 32768,
+    "kwaipilot/kat-coder-pro-v2.5": {
+        "name": "KAT-Coder-Pro V2.5",
+        "release_date": "2026-07-10",
+        "last_updated": "2026-07-10",
+        "open_weights": False,
+        "max_input_tokens": 256000,
+        "max_output_tokens": 80000,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -2104,28 +2126,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": False,
-        "tool_calling": False,
-        "structured_output": True,
-        "attachment": False,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
-    "liquid/lfm-2.5-1.2b-thinking:free": {
-        "name": "LFM2.5-1.2B-Thinking (free)",
-        "release_date": "2026-01-20",
-        "last_updated": "2026-01-20",
-        "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": True,
         "tool_calling": True,
         "structured_output": True,
         "attachment": False,
@@ -4843,28 +4843,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "openai/gpt-oss-120b:free": {
-        "name": "gpt-oss-120b (free)",
-        "release_date": "2025-08-05",
-        "last_updated": "2025-08-05",
-        "open_weights": True,
-        "max_input_tokens": 131072,
-        "max_output_tokens": 131072,
-        "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,
-    },
     "openai/gpt-oss-20b": {
         "name": "GPT OSS 20B",
         "release_date": "2025-08-05",
@@ -6422,7 +6400,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-22",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 262140,
+        "max_output_tokens": 131072,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -6702,28 +6680,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "sao10k/l3.1-70b-hanami-x1": {
-        "name": "Llama 3.1 70B Hanami x1",
-        "release_date": "2025-01-08",
-        "last_updated": "2025-01-08",
-        "open_weights": True,
-        "max_input_tokens": 16000,
-        "max_output_tokens": 16000,
-        "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": True,
-        "attachment": False,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "sao10k/l3.1-euryale-70b": {
         "name": "Llama 3.1 Euryale 70B v2.2",
         "release_date": "2024-08-28",
@@ -7439,7 +7395,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-06-13",
         "open_weights": True,
         "max_input_tokens": 1048576,
-        "max_output_tokens": 131072,
+        "max_output_tokens": 128000,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,