这篇散文记述了作者对秋天的深切喜爱。由于童年故乡四季不明，作者直到上大学才真正认识并爱上秋天。现居的成都秋日稀缺，这促使作者踏上了“追寻秋天”的旅程：从寻找成都和川西的零星秋色，到体验日本的红枫之旅与富士山美景。文章的高潮是作者最近在北京的经历，他认为北京的秋天完美印证了老舍笔下“人间天堂”的景象，尤其陶醉于古建与胡同的秋韵。最后，作者回到阴雨的成都，而一次意外的放晴再次强化了他对秋天不变的热爱。

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This article provides an in-depth comparison of three leading AI programming tools in 2025—Cursor, Augment, and Claude Code—based on the author practical experience building a personal investment system.
The author vividly portrays them as an "emotionless code modification machine" (Cursor), an "excellent intern" (Augment), and a "junior engineer you can entrust with tasks" (Claude Code), analyzing their respective design philosophies from the perspectives of user experience, context engineering, and workflow integration.
The core thesis is that the competition among AI programming tools has moved beyond the raw power of the underlying models. The focus now is on how effectively these tools can seamlessly integrate intelligent agents into a developer real-world workflow, ultimately reshaping the paradigm of how we write code.

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本文作者通过构建个人投资系统的实践，深入对比了2025年的三款主流AI编程工具：Cursor、Augment 和 Claude Code。
作者将这三者生动地比作“没有感情的代码修改机器”（Cursor）、“优秀的实习生”（Augment）和“可以托付任务的初级工程师”（Claude Code），从用户体验、上下文工程能力和工作流整合等角度，剖析了它们各自的设计哲学与优劣。
文章的核心观点是，当前AI编程工具的竞争已超越了单纯的模型能力，关键在于如何将智能Agent无缝融入开发者的真实工作流中，从而重塑代码编写的范式。

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这篇文章讲述了作者受市场焦虑和个人投资需求驱动，利用 Gemini 等 AI 工具学习投资知识，并指挥编码助手开发了一款个人投资顾问 AI 的经历。
作者通过这个过程，从一个最初因数据获取困难而放弃项目的人，转变为一个不写一行代码就能构建系统的“超级个体”，并分享了在AI辅助开发中关于上下文、模型控制和规范重要性的感悟。

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几个星期前恰逢 NextConf，看过几个分享后想深入了解下这个大家评价颇高的框架，于是去浅翻了它的源码和各种资料。
过程中总是出现一个叫做 Edge Function 的概念，但又没有更深一步的解释，中文资料也很模糊，于是顺藤摸瓜去了解这个东西。虽然浮于表面，但也把整个框架摸清楚了，也更理解了狼叔说的 Next 和 Vercel 的野心。
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Our project can be considered a relatively large project, with 17 business lines for whole vision. However, the project was not well thought out at the beginning for various reasons and was tackled as a normal front-end project, and after the first phase was completed and the first business line went live, we started the development of the second and third lines of business, and immediately afterwards we encountered a number of problems...

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