"""通用的 Context 相关中间件""" from collections.abc import Callable from langchain.agents.middleware import ModelRequest, ModelResponse, dynamic_prompt, wrap_model_call from src.agents.common import load_chat_model @dynamic_prompt def context_aware_prompt(request: ModelRequest) -> str: """从 runtime context 动态生成系统提示词""" return request.runtime.context.system_prompt @wrap_model_call async def context_based_model( request: ModelRequest, handler: Callable[[ModelRequest], ModelResponse] ) -> ModelResponse: """从 runtime context 动态选择模型""" model_spec = request.runtime.context.model model = load_chat_model(model_spec) request = request.override(model=model) return await handler(request)