diff --git a/conf/llm_factories.json b/conf/llm_factories.json
index 4ae2b7715..0d8c11035 100644
--- a/conf/llm_factories.json
+++ b/conf/llm_factories.json
@@ -227,8 +227,8 @@
             "llm": [
                 {
                     "llm_name": "qwen3-8b",
-                    "tags": "LLM,CHAT,131k",
-                    "max_tokens": 131000,
+                    "tags": "LLM,CHAT,128k",
+                    "max_tokens": 128000,
                     "model_type": "chat",
                     "is_tools": true
                 },
@@ -241,15 +241,15 @@
                 },
                 {
                     "llm_name": "qwen3-32b",
-                    "tags": "LLM,CHAT,131k",
-                    "max_tokens": 131000,
+                    "tags": "LLM,CHAT,128k",
+                    "max_tokens": 128000,
                     "model_type": "chat",
                     "is_tools": true
                 },
                 {
-                    "llm_name": "kimi-k2-instruct",
-                    "tags": "LLM,CHAT,128K",
-                    "max_tokens": 128000,
+                    "llm_name": "kimi-k2-instruct-0905",
+                    "tags": "LLM,CHAT,256K",
+                    "max_tokens": 256000,
                     "model_type": "chat",
                     "is_tools": true
                 },
@@ -280,6 +280,48 @@
                     "max_tokens": 128000,
                     "model_type": "chat",
                     "is_tools": true
+                },
+                {
+                    "llm_name": "hunyuan-a13b-instruct",
+                    "tags": "LLM,CHAT,256k",
+                    "max_tokens": 256000,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "qwen3-next-80b-a3b-instruct",
+                    "tags": "LLM,CHAT,1024k",
+                    "max_tokens": 1024000,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "deepseek-v3.2-exp",
+                    "tags": "LLM,CHAT,128k",
+                    "max_tokens": 128000,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "deepseek-v3.1-terminus",
+                    "tags": "LLM,CHAT,128k",
+                    "max_tokens": 128000,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "qwen3-vl-235b-a22b-instruct",
+                    "tags": "LLM,CHAT,262k",
+                    "max_tokens": 262000,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
+                {
+                    "llm_name": "qwen3-vl-30b-a3b-instruct",
+                    "tags": "LLM,CHAT,262k",
+                    "max_tokens": 262000,
+                    "model_type": "chat",
+                    "is_tools": true
                 }
             ]
         },
diff --git a/rag/llm/chat_model.py b/rag/llm/chat_model.py
index 8ca38c893..cd22e76ec 100644
--- a/rag/llm/chat_model.py
+++ b/rag/llm/chat_model.py
@@ -1363,6 +1363,8 @@ class TokenPonyChat(Base):
     def __init__(self, key, model_name, base_url="https://ragflow.vip-api.tokenpony.cn/v1", **kwargs):
         if not base_url:
             base_url = "https://ragflow.vip-api.tokenpony.cn/v1"
+        super().__init__(key, model_name, base_url, **kwargs)
+
 
 class DeerAPIChat(Base):
     _FACTORY_NAME = "DeerAPI"