diff --git a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
index 91e4c595b65..05e68ecd1ca 100644
--- a/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
+++ b/libs/partners/openrouter/langchain_openrouter/data/_profiles.py
@@ -303,28 +303,6 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "anthropic/claude-3.5-haiku": {
-        "name": "Claude 3.5 Haiku",
-        "release_date": "2024-11-04",
-        "last_updated": "2024-11-04",
-        "open_weights": False,
-        "max_input_tokens": 200000,
-        "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": False,
-        "attachment": True,
-        "temperature": True,
-        "tool_call_streaming": True,
-    },
     "anthropic/claude-haiku-4.5": {
         "name": "Claude Haiku 4.5 (latest)",
         "release_date": "2025-10-15",
@@ -652,7 +630,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-01",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 262144,
+        "max_output_tokens": 80000,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -1516,8 +1494,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "release_date": "2026-02-26",
         "last_updated": "2026-02-26",
         "open_weights": False,
-        "max_input_tokens": 65536,
-        "max_output_tokens": 65536,
+        "max_input_tokens": 131072,
+        "max_output_tokens": 32768,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -3228,7 +3206,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-21",
         "open_weights": True,
         "max_input_tokens": 262144,
-        "max_output_tokens": 262144,
+        "max_output_tokens": 65535,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,
@@ -3310,8 +3288,8 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "temperature": True,
         "tool_call_streaming": True,
     },
-    "nex-agi/nex-n2-pro:free": {
-        "name": "Nex-N2-Pro (free)",
+    "nex-agi/nex-n2-pro": {
+        "name": "Nex-N2-Pro",
         "release_date": "2026-06-08",
         "last_updated": "2026-06-08",
         "open_weights": True,
@@ -3326,8 +3304,30 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "audio_outputs": False,
         "video_outputs": False,
         "reasoning_output": True,
+        "tool_calling": False,
+        "structured_output": False,
+        "attachment": True,
+        "temperature": True,
+        "tool_call_streaming": True,
+    },
+    "nex-agi/nex-n2-pro:free": {
+        "name": "Nex-N2-Pro (free)",
+        "release_date": "2026-06-08",
+        "last_updated": "2026-06-08",
+        "open_weights": True,
+        "max_input_tokens": 262144,
+        "max_output_tokens": 256000,
+        "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,
+        "structured_output": False,
         "attachment": True,
         "temperature": True,
         "tool_call_streaming": True,
@@ -5372,7 +5372,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": True,
+        "structured_output": False,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -5416,7 +5416,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": True,
-        "structured_output": True,
+        "structured_output": False,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -6302,9 +6302,9 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "tool_call_streaming": True,
     },
     "qwen/qwen3.5-9b": {
-        "name": "Qwen3.5-9B",
-        "release_date": "2026-03-10",
-        "last_updated": "2026-03-10",
+        "name": "Qwen3.5 9B",
+        "release_date": "2026-02-23",
+        "last_updated": "2026-02-23",
         "open_weights": True,
         "max_input_tokens": 262144,
         "max_output_tokens": 262144,
@@ -6582,7 +6582,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "video_outputs": False,
         "reasoning_output": True,
         "tool_calling": False,
-        "structured_output": False,
+        "structured_output": True,
         "attachment": False,
         "temperature": True,
         "tool_call_streaming": True,
@@ -7321,7 +7321,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-07",
         "open_weights": True,
         "max_input_tokens": 202752,
-        "max_output_tokens": 131072,
+        "max_output_tokens": 65535,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -7343,7 +7343,7 @@ _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": 32768,
         "text_inputs": True,
         "image_inputs": False,
         "audio_inputs": False,
@@ -7503,7 +7503,7 @@ _PROFILES: dict[str, dict[str, Any]] = {
         "last_updated": "2026-04-27",
         "open_weights": False,
         "max_input_tokens": 262144,
-        "max_output_tokens": 262144,
+        "max_output_tokens": 65535,
         "text_inputs": True,
         "image_inputs": True,
         "audio_inputs": False,