Agentic AI

不要从AutoGen、LangGraph等框架入手学习Agentic AI——它们会锁定你的世界观。在领域快速演变期，应该从第一性原理出发自己构建。

Don't start Agentic AI with frameworks like AutoGen or LangGraph—they lock you into a worldview. Build from first principles while the field is still evolving rapidly.

通过分离Planner和Executor、强制文档沟通、用o1当Planner三项改造，解决Cursor鬼打墙问题，实现质量显著提升的多智能体系统。

How separating Planner and Executor roles, enforcing document-based communication, and using o1 as Planner transformed Cursor from a simple assistant into a multi-agent system.

Agentic AI为什么常常只能做到七八成：自我迭代的反馈环被打破，缺乏感知能力和主观评价标准，以及如何补足这些能力缺口。

Why Agentic AI often achieves only 70-80% completion: broken self-iteration loops due to missing perception and subjective standards, and how to fix them.

在做完上篇文章介绍的Cursor魔改之后，将Agentic AI用"我说你做"的模式进行使用，已经成为了我对AI利用的主要方式。而这又进一步启发我：有没有可能把Cursor或者类似的编辑器作为使用AI的通用入口呢？

After completing the previous article introducing the modifications to Cursor, using Agentic AI in a "I say, you do" mode has become my primary method for leveraging AI. This further inspired me: is it possible to use Cursor or a similar editor as a universal entry point for AI?

在上一篇文章中，我们提到了Devin这种可以全自动进行编程的Agentic AI。相比于其他Agentic AI工具，比如Cursor和Windsurf，它有几个核心优势，尤其是流程规划、自我进化、更多的工具使用和全自动的工作方式。这让Devin显得是一个下一代的工具，和现有的Agentic AI工具拉开了一个身位。但是在用了它一段时间之后，我的Builder's Mindset又开始蠢蠢欲动，驱使我魔改了Windsurf和Cursor，让它们也能实现Devin 90%的功能。

In the previous article, we discussed Devin, an Agentic AI capable of fully automated programming. Compared to other Agentic AI tools like Cursor and Windsurf, it has several core advantages, particularly in process planning, self-evolution, expanded tool usage, and fully automated operation. This makes Devin appear to be a next-generation tool, setting itself apart from existing Agentic AI tools.