LangChain 在 2026 年 1 月发布了 Deep Agents，确实有点东西。 不过先说结论：这不是什么颠覆性的技术创新，而是把业界验证过的最佳实践，打包成了一个开箱即用的框架。 LangChain 说：既然这些经验都验证过了，为什么不打包成一个库？于是就有了 Deep Agents。

Agent 搭建起来之后怎么让它真正变得越来越好？搭建完成后的优化就很少有人认真说过。 Agent Lightning 号称能把任何 AI Agent 变成"可优化的猛兽"，而且几乎不用改代码。那问题来了，市面上 Agent 框架满天飞这个凭什么就不一样呢？ training gap 做过 Agent 部署的人 ...

在大模型技术落地的过程中，“如何让 AI 既懂知识又会做事” 始终是核心问题。RAG 通过检索增强解决 “知识时效性与准确性”，Agent 通过自主决策解决 “任务拆解与执行”，而 LangChain 作为连接两者的桥梁，将分散的技术模块整合为可落地的解决方案。从企业级知识库到个人智能助理，这种 ...

Enso Technologies Ltd. today launched a marketplace that will enable companies to access artificial intelligence agents for a monthly subscription. The platform is the fruit of a partnership with ...

伴随模型能力持续跃迁，简单调用 LLM API、套一层提示词就能做产品的时代，已经走到尽头。 AI 应用正在从“单次生成”，迈向“持续执行”。下一代软件系统，不再只是把大模型接进工作流，而是围绕一层全新的 agent orchestration ...

A new report out today from artificial intelligence security startup Cyata Security Ltd. details a recently uncovered critical vulnerability on langchain-core, the foundational library behind ...

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 ...

What if you could build an AI system that doesn’t just respond to commands but actively reasons, adapts, and iterates to solve complex problems? Enter the world of LangChain agents, where innovation ...

What if the tools you use to build AI agents could be faster, smarter, and more intuitive than ever before? With the release of LangChain 1.0, this isn’t just a possibility, it’s a reality. In just ...