长期记忆

app/agent.py

@@ -91,13 +91,6 @@ class AIAgentService:
             try:
                 info(f"🔄 正在初始化模型 '{model_name}'...")
                 llm = llm_creator()
-                
-                # 测试 LLM 连接（可选，用于调试）
-                if model_name == "local":
-                    debug(f"   测试 vLLM 连接: {os.getenv('VLLM_BASE_URL', '未设置')}")
-                elif model_name == "deepseek":
-                    debug(f"   测试 DeepSeek API 连接: https://api.deepseek.com")
-                
                 builder = GraphBuilder(llm, AVAILABLE_TOOLS, TOOLS_BY_NAME).build()
                 graph = builder.compile(checkpointer=self.checkpointer, store=self.store)
                 self.graphs[model_name] = graph