docs: 整理 runtime 系列文档，修正 API 端点名称

backend/src/core/config/static/agent_chat/llm_catalog.yaml

@@ -1,25 +1,32 @@
 factories:
-  - name: qwen
-    request_url: https://dashscope.aliyuncs.com/compatible-mode/v1
-    avatar: https://cdn.simpleicons.org/alibabacloud/FF6A00
-  - name: minimax
-    request_url: https://api.minimax.chat/v1
-    avatar: https://cdn.simpleicons.org/minimax/1A1A1A
-  - name: kimi
-    request_url: https://api.moonshot.cn/v1
-    avatar: https://cdn.simpleicons.org/moonrepo/3B82F6
-  - name: deepseek
-    request_url: https://api.deepseek.com/v1
-    avatar: https://cdn.simpleicons.org/deepseek/4D6BFE
-  - name: doubao
-    request_url: https://ark.cn-beijing.volces.com/api/v3
-    avatar: https://cdn.simpleicons.org/volkswagen/001E50
-  - name: zai
-    request_url: https://api.z.ai/v1
-    avatar: https://cdn.simpleicons.org/zotero/CC2936
+    - name: dashscope
+      request_url: https://dashscope.aliyuncs.com/compatible-mode/v1
+      avatar: https://registry.npmmirror.com/@lobehub/icons-static-png/latest/files/light/qwen-color.png
+
+    - name: minimax
+      request_url: https://api.minimaxi.com/v1
+      avatar: https://registry.npmmirror.com/@lobehub/icons-static-png/latest/files/light/minimax-color.png
+
+    - name: moonshot
+      request_url: https://api.moonshot.cn/v1
+      avatar: https://registry.npmmirror.com/@lobehub/icons-static-png/latest/files/light/moonshot.png
+
+    - name: deepseek
+      request_url: https://api.deepseek.com/v1
+      avatar: https://registry.npmmirror.com/@lobehub/icons-static-png/latest/files/light/deepseek-color.png
+
+    - name: volcengine-ark
+      request_url: https://ark.cn-beijing.volces.com/api/v3
+      avatar: https://registry.npmmirror.com/@lobehub/icons-static-png/latest/files/light/doubao-color.png
+
+    - name: z-ai
+      request_url: https://api.z.ai/api/paas/v4
+      avatar: https://registry.npmmirror.com/@lobehub/icons-static-png/latest/files/light/zai.png
 
 llms:
-  - model_code: qwen3.5-flash
-    factory_id: qwen
-  - model_code: deepseek-v3.2
-    factory_id: deepseek
+    # 你原来的两个保留
+    - model_code: qwen3.5-flash
+      factory_name: dashscope
+
+    - model_code: deepseek-v3.2
+      factory_name: deepseek