要做这样一个 AI 助手:能上网查资料、能读写文件、能记住过去的对话,还能在执行有风险的操作前先征询人类的意见。听起来是不是很复杂，其实并不是LangChain 生态里现成的几套工具,把开发时间压到了几个小时。不过这里就多了一个问题： create_agent、Deep Agents ...

随着大型语言模型（LLM）驱动的自主代理（Agent）从学术走向应用，如何确保其行为的可靠性、安全性与可控性，已成为决定其能否在真实世界关键任务中落地的核心挑战。大语言模型能力虽然越来越强，但并非完美无缺，可能产生错误或不准确输出。当一个 ...

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.

LangGraph has been used to create a multi-agent large language model (LLM) coding framework. This framework is designed to automate various software development tasks, including coding, testing, and ...