diff --git a/agent/deep_assistant.py b/agent/deep_assistant.py
index fa8bf11..2c467e7 100644
--- a/agent/deep_assistant.py
+++ b/agent/deep_assistant.py
@@ -289,19 +289,6 @@ class CustomAgentMemoryMiddleware(MemoryMiddleware):
 class CustomSkillsMiddleware(SkillsMiddleware):
     """自定义的 SkillsMiddleware，使用新的签名格式"""
 
-    def __init__(
-        self,
-        *,
-        backend: FilesystemBackend,
-        sources: list[str],
-        project_skills_display: str = "./skills",
-    ) -> None:
-        super().__init__(
-            backend=backend,
-            sources=sources,
-        )
-        self.project_skills_display = project_skills_display
-
     def before_agent(self, state, runtime, config):
         """Load skills metadata before agent execution.
 
@@ -314,14 +301,26 @@ class CustomSkillsMiddleware(SkillsMiddleware):
         Returns:
             Updated state with skills_metadata populated.
         """
-        state = super().before_agent(state, runtime)
-        # 新版本的 skills_metadata 结构可能不同，需要检查
-        if "skills_metadata" in state and state["skills_metadata"]:
-            for item in state["skills_metadata"]:
-                # 修改路径显示为相对路径
-                if "path" in item and item["path"]:
-                    # 简化为只显示相对路径
-                    item["path"] = f"./skills/{item.get('name', 'unknown')}/SKILL.md"
+        if "skills_metadata" in state and len(state["skills_metadata"]) ==0 :
+            del state["skills_metadata"]
+        state = super().before_agent(state, runtime, config)
+        return state
+
+    async def abefore_agent(self, state, runtime, config):
+        """Load skills metadata before agent execution.
+
+        修改路径显示为相对路径。
+
+        Args:
+            state: Current agent state.
+            runtime: Runtime context.
+
+        Returns:
+            Updated state with skills_metadata populated.
+        """
+        if "skills_metadata" in state and len(state["skills_metadata"]) ==0 :
+            del state["skills_metadata"]
+        state = await super().abefore_agent(state, runtime, config)
         return state
 
 def create_custom_cli_agent(
@@ -442,8 +441,7 @@ def create_custom_cli_agent(
 
         # Add skills middleware (using new signature)
         if enable_skills:
-            skills_sources = [workspace_root]
-            skills_sources.append(workspace_root + "/skills")
+            skills_sources = ["./skills"]
 
             agent_middleware.append(
                 CustomSkillsMiddleware(
@@ -480,8 +478,7 @@ def create_custom_cli_agent(
 
         # Add skills middleware
         if enable_skills:
-            skills_sources = [workspace_root]
-            skills_sources.append(workspace_root + "/skills")
+            skills_sources = ["/skills"]
 
             agent_middleware.append(
                 CustomSkillsMiddleware(