diff --git a/conf/llm_factories.json b/conf/llm_factories.json
index daa00baf5..e6602ef6f 100644
--- a/conf/llm_factories.json
+++ b/conf/llm_factories.json
@@ -583,6 +583,13 @@
             "tags": "LLM,TEXT EMBEDDING",
             "status": "1",
             "llm": [
+                {
+                    "llm_name": "kimi-thinking-preview",
+                    "tags": "LLM,CHAT,1M",
+                    "max_tokens": 131072,
+                    "model_type": "chat",
+                    "is_tools": true
+                },
                 {
                     "llm_name": "kimi-k2-0711-preview",
                     "tags": "LLM,CHAT,128k",
@@ -591,22 +598,8 @@
                     "is_tools": true
                 },
                 {
-                    "llm_name": "kimi-latest-8k",
-                    "tags": "LLM,CHAT,8k",
-                    "max_tokens": 8192,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "kimi-latest-32k",
-                    "tags": "LLM,CHAT,32k",
-                    "max_tokens": 32768,
-                    "model_type": "chat",
-                    "is_tools": true
-                },
-                {
-                    "llm_name": "kimi-latest-128k",
-                    "tags": "LLM,CHAT,128k",
+                    "llm_name": "kimi-latest",
+                    "tags": "LLM,CHAT,8k,32k,128k",
                     "max_tokens": 131072,
                     "model_type": "chat",
                     "is_tools": true