自2025年伊始，Cursor、WindSurf、Trae等Agentic AI编程工具开始席卷开发领域。然而与过往的GenAI技术类似，这些Agentic AI技术同样面临着小规模demo惊艳，产品化实战翻车的困境——它们生成一两千行的小型原型轻而易举。自我迭代、自动 …
From Context Amnesia to Document-Driven Development: Overcoming the Project-Scale Trap in Agentic AI
Ever since the start of 2025, Agentic AI coding tools like Cursor, WindSurf, and Trae have been sweeping through the development world. Yet, much like earlier generations of GenAI technology, these new Agentic AI tools often dazzle when creating small demos but stumble when put to the test in real-world …
Manus爆火的背后，Agentic AI产品如何构筑持久的竞争优势？
最近，Manus发布并迅速火遍了中文互联网。在深度使用了Manus以后，我觉得这个产品确实充满了启发。它抓住了Agentic AI产品竞争中非常重要的一方面，也就是复利效应。这篇文章就想聊一聊，对于类似 …
Behind Manus’s Wild Popularity: How Agentic AI Builds Lasting Competitive Advantages
Manus has been making waves on the Chinese internet since its recent release, quickly winning over a wide range of users. After diving deeply into the product, I find it truly inspiring. It captures a crucial aspect in the competition among Agentic AI products: the compound effect. In this article …
被低估的Claude Code：AI Native软件开发的关键拼图
Anthropic最近发布了Claude 3.7，吸引了媒体的广泛关注。不过，大多数人似乎忽略了同时推出的另一个工具——Claude Code。这个命令行工具看起来不那么引 …