LangGraph 设计的一个核心是:多智能体工作流本质上是图结构,而非线性链。早期 LLM 应用普遍采用"提示 → LLM → 响应"的线性模式,但这种架构难以应对真实智能体系统的复杂性。比如生产环境中的多智能体协作需要分支(基于数据选择不同执行路径)、循环 ...
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.
Have you ever found yourself juggling multiple tools and frameworks just to create a dynamic, interactive user interface? It can feel overwhelming—managing state, making sure type safety, and ...