diff --git a/agent/deep_assistant.py b/agent/deep_assistant.py
index 2c467e7..144e823 100644
--- a/agent/deep_assistant.py
+++ b/agent/deep_assistant.py
@@ -241,15 +241,15 @@ async def init_agent(config: AgentConfig):
         token_counter=create_token_counter(config.model_name)
     )
     middleware.append(summarization_middleware)
-    workspace_root = f"projects/robot/{config.bot_id}"
+    workspace_root = str(Path.cwd() / "projects" /"robot"/ config.bot_id)
     # workspace_root = str(Path.home() / ".deepagents" / config.bot_id)
+
     agent, composite_backend = create_custom_cli_agent(
         model=llm_instance,
         assistant_id=config.bot_id,
         system_prompt=system_prompt,
         tools=mcp_tools,
         auto_approve=True,
-        enable_memory=False,
         workspace_root=workspace_root,
         middleware=middleware,
         checkpointer=checkpointer,
@@ -263,28 +263,6 @@ async def init_agent(config: AgentConfig):
     logger.info(f"create agent elapsed: {time.time() - create_start:.3f}s")
     return agent, checkpointer
 
-class CustomAgentMemoryMiddleware(MemoryMiddleware):
-    """自定义的 AgentMemoryMiddleware，修改路径显示为当前目录"""
-
-    def __init__(
-            self,
-            *,
-            backend: FilesystemBackend,
-            sources: list[str],
-    ) -> None:
-        super().__init__(
-            backend=backend,
-            sources=sources,
-        )
-        self.agent_dir_display = f"."
-
-    def _format_memory_content(self, memories: list[dict]) -> str:
-        """Format memory content for display in system prompt.
-
-        Override to use relative path display.
-        """
-        # 使用父类的默认实现，但路径显示已经是相对路径
-        return super()._format_memory_content(memories) if hasattr(super(), '_format_memory_content') else ""
 
 class CustomSkillsMiddleware(SkillsMiddleware):
     """自定义的 SkillsMiddleware，使用新的签名格式"""
@@ -332,7 +310,6 @@ def create_custom_cli_agent(
     sandbox_type: str | None = None,
     system_prompt: str | None = None,
     auto_approve: bool = False,
-    enable_memory: bool = True,
     enable_skills: bool = True,
     enable_shell: bool = True,
     middleware: list[AgentMiddleware] = [],
@@ -375,14 +352,6 @@ def create_custom_cli_agent(
     if tools is None:
         tools = []
 
-    # Setup agent directory for persistent memory (if enabled)
-    if enable_memory or enable_skills:
-        agent_dir = settings.ensure_agent_dir(assistant_id)
-        agent_md = agent_dir / "AGENTS.md"  # 新版本使用 AGENTS.md
-        if not agent_md.exists():
-            # Create empty file for user customizations
-            agent_md.touch()
-
     # Build middleware stack based on enabled features
     agent_middleware = middleware
 
@@ -402,22 +371,19 @@ def create_custom_cli_agent(
             # Use LocalShellBackend for filesystem + shell execution
             backend = LocalShellBackend(
                 root_dir=workspace_root,
-                virtual_mode=True,
                 inherit_env=True,
                 env=final_shell_env,
             )
         else:
             # No shell access - use plain FilesystemBackend
-            backend = FilesystemBackend(root_dir=workspace_root, virtual_mode=True)
+            backend = FilesystemBackend(root_dir=workspace_root)
 
         # Set up composite backend with routing (参考新版本实现)
         large_results_backend = FilesystemBackend(
             root_dir=tempfile.mkdtemp(prefix="deepagents_large_results_"),
-            virtual_mode=True,
         )
         conversation_history_backend = FilesystemBackend(
             root_dir=tempfile.mkdtemp(prefix="deepagents_conversation_history_"),
-            virtual_mode=True,
         )
         composite_backend = CompositeBackend(
             default=backend,
@@ -427,25 +393,13 @@ def create_custom_cli_agent(
             },
         )
 
-        # Add memory middleware (using new signature)
-        if enable_memory:
-            memory_sources = [str(settings.get_user_agent_md_path(assistant_id))]
-            memory_sources.extend(str(p) for p in settings.get_project_agent_md_path())
-
-            agent_middleware.append(
-                CustomAgentMemoryMiddleware(
-                    backend=FilesystemBackend(root_dir=workspace_root, virtual_mode=True),
-                    sources=memory_sources,
-                )
-            )
-
         # Add skills middleware (using new signature)
         if enable_skills:
             skills_sources = ["./skills"]
 
             agent_middleware.append(
                 CustomSkillsMiddleware(
-                    backend=FilesystemBackend(root_dir=workspace_root, virtual_mode=True),
+                    backend=FilesystemBackend(root_dir=workspace_root),
                     sources=skills_sources,
                 )
             )
@@ -464,18 +418,6 @@ def create_custom_cli_agent(
             routes={},  # No virtualization
         )
 
-        # Add memory middleware
-        if enable_memory:
-            memory_sources = [str(settings.get_user_agent_md_path(assistant_id))]
-            memory_sources.extend(str(p) for p in settings.get_project_agent_md_path())
-
-            agent_middleware.append(
-                CustomAgentMemoryMiddleware(
-                    backend=sandbox,
-                    sources=memory_sources,
-                )
-            )
-
         # Add skills middleware
         if enable_skills:
             skills_sources = ["/skills"]
diff --git a/agent/prompt_loader.py b/agent/prompt_loader.py
index c828496..ad11293 100644
--- a/agent/prompt_loader.py
+++ b/agent/prompt_loader.py
@@ -11,6 +11,7 @@ import logging
 from utils.settings import BACKEND_HOST, MASTERKEY
 logger = logging.getLogger('app')
 from .plugin_hook_loader import execute_hooks, merge_skill_mcp_configs
+from pathlib import Path
 
 def format_datetime_by_language(language: str) -> str:
     """
@@ -124,7 +125,7 @@ async def load_system_prompt_async(config) -> str:
         language=language_display,
         user_identifier=user_identifier,
         datetime=datetime_str,
-        agent_dir_path=".",
+        agent_dir_path=f"{Path.cwd()}/projects/robot/{config.bot_id}",
         trace_id=trace_id or ""
     )