多数关于 LangGraph 和 Semantic Kernel 的比较文章已经过时。过去六个月里，两个框架分别进行了重大的更新，所以本文将梳理的是实际发生的变化、当前的代码形态，以及如何进行技术选型。 2026 年构建 Python AI Agent 的现实状况是：都足够成熟的可选框架有两个 ...

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 ...

LangGraph has introduced a groundbreaking feature called LangGraph Templates, designed to streamline the process of creating agentic applications. Seamlessly integrated into the LangGraph Studio ...

What if creating a powerful AI agent was as simple as adjusting a few settings, without ever touching the underlying code? The rise of LangGraph Assistants is turning this vision into reality, ...

The emerging field of AI orchestration just got an additional boost of confidence with the alpha release of LangChain’s two flagship platforms, LangGraph and LangChain version 1.0. Graduating to a 1.0 ...