最近在做智能解决方案系统时，我遇到了一个关键问题：如何让AI在复杂任务中既保持推理能力，又能有效执行行动？传统AI系统往往要么只能基于训练数据推理，要么只能执行固定流程，缺乏动态决策能力。 ReAct（Reasoning and Acting）范式正是为了解决这个问题而 ...

实践是最好的学习方式。为了深入理解 LangGraph 和模型上下文协议（MCP）服务器的生态，我们来从零开始构建一个 CLI 编码代理。我们的目标是，抛开 Claude Code 那些花里胡哨的功能，看看最基础的编码代理能做到什么程度。 那些商业编码代理往往会添加各种专有 ...

This week LangGraph has introduced templates to simplify the creation of applications for common use cases, with a particular focus on transforming unstructured research data into structured formats ...

The evolution of generative AI (GenAI) necessitates a sophisticated architecture that integrates advanced language models with cutting-edge technologies for improved decision-making capabilities. This ...

Debugging and deploying applications can often feel like navigating a maze with no clear exit. It’s a problem that plagues many developers, leading to wasted time and frustration. But what if there ...