diff --git a/offline-backend-20260512/backend/config.yaml b/offline-backend-20260512/backend/config.yaml
index 345a2f46..75e5aca3 100644
--- a/offline-backend-20260512/backend/config.yaml
+++ b/offline-backend-20260512/backend/config.yaml
@@ -10,6 +10,19 @@ gateway:
   port: 8001
 
 models:
+  - name: deepseek-chat
+    display_name: DeepSeek Chat
+    use: langchain_openai:ChatOpenAI
+    model: deepseek-chat
+    api_key: sk-1520028668cb4cc388ed8315ff1e856e
+    base_url: https://api.deepseek.com
+    request_timeout: 600.0
+    max_retries: 2
+    max_tokens: 4096
+    temperature: 1.0
+    supports_vision: false
+    supports_thinking: true
+    
   - name: zai-org/GLM-5-FP8
     display_name: zai-org/GLM-5-FP8
     use: langchain_openai:ChatOpenAI
@@ -23,18 +36,7 @@ models:
     supports_vision: true
     supports_thinking: true
 
-  - name: deepseek-chat
-    display_name: DeepSeek Chat
-    use: langchain_openai:ChatOpenAI
-    model: deepseek-chat
-    api_key: sk-1520028668cb4cc388ed8315ff1e856e
-    base_url: https://api.deepseek.com
-    request_timeout: 600.0
-    max_retries: 2
-    max_tokens: 4096
-    temperature: 1.0
-    supports_vision: false
-    supports_thinking: true
+
 
   - name: deepseek-v4-flash
     display_name: DeepSeek V4 Flash
@@ -184,6 +186,18 @@ skills:
   security_scan:
     enabled: false
 
+skill_evolution:
+  enabled: true
+  curator:
+    enabled: true              # 每 24 小时自动清理 + 合并 skill
+    interval_hours: 24
+  review_worker:
+    enabled: true              # 被动复盘开关
+    min_tool_calls: 3          # 触发阈值：本轮至少 3 次工具调用
+    max_messages: 60           # 传给 LLM 的最大消息条数
+    timeout_seconds: 120       # 单次 review 超时（秒）
+    model_name:                # 留空则使用主模型
+
 agents_api:
   enabled: true
 
diff --git a/offline-backend-20260512/skill_evolution.json b/offline-backend-20260512/skill_evolution.json
index 967d2b5c..59458af8 100644
--- a/offline-backend-20260512/skill_evolution.json
+++ b/offline-backend-20260512/skill_evolution.json
@@ -1,10 +1,16 @@
 {
   "enabled": true,
-  "moderation_model_name": null,
   "curator": {
-    "enabled": false,
-    "interval_hours": 168,
+    "enabled": true,
+    "interval_hours": 24,
     "stale_after_days": 30,
     "archive_after_days": 90
+  },
+  "review_worker": {
+    "enabled": true,
+    "min_tool_calls": 3,
+    "max_messages": 60,
+    "timeout_seconds": 120,
+    "model_name": null
   }
 }
\ No newline at end of file