1. 多轮对话式的追问，在系统提示词中定义，“当用户任务意图不明确时，立即停止任务，请求用户补充任务意图”。这时候用户在新一轮的对话中补充完详情后，Agent会结合历史对话记录以及本次的输入，重新进行推理生成任务目标。

在充满不确定性的现实世界里，AI的价值不在于预设规则，而在于持续学习和适应 AI Agent这个概念最近被炒得很热，从管理日程的语音助手到仓库里跑来跑去的机器人，大家都在谈论Agent的"自主性"。但是真正让Agent变得intelligent的核心技术，其实是强化学习 ...

Have you ever found yourself juggling between automated workflows and the inevitable moments where human input is required? It’s a common challenge in today’s increasingly automated world—balancing ...

In the rapidly evolving field of artificial intelligence, LangGraph has emerged as a groundbreaking tool that is transforming the way advanced AI agents, particularly research agents, are developed.