This desktop app for hosting and running LLMs locally is rough in a few spots, but still useful right out of the box.

If you are planning a trip through several cities and want to find the shortest route, you resort to algorithms, a well-defined sequence of deterministic operations. This article accompanies the ...

A step-by-step guide to installing the tools, creating an application, and getting up to speed with Angular components, ...

On SWE-Bench Verified, the model achieved a score of 70.6%. This performance is notably competitive when placed alongside significantly larger models; it outpaces DeepSeek-V3.2, which scores 70.2%, ...

Software engineering is the branch of computer science that deals with the design, development, testing, and maintenance of software applications. Software engineers apply engineering principles and ...

Ralph Loop 是一种自主迭代循环机制。你给出一个任务和完成条件后，代理开始执行该任务；当模型在某次迭代中尝试结束时，一个 Stop Hook 会拦截试图退出的动作，并重新注入原始任务提示，从而创建一个自我参照的反馈循环。在这个循环中，模型可以读取上一次迭代改动过的文件、测试结果和 git 历史，并据此逐步修正自己的输出直到达到完成条件或达到设定的迭代上限。

0. 核心目标：从“代码产出者”变成“文档定义者”这篇文档不是教你怎么把 Ctrl+C / Ctrl+V 换成“让 AI 写代码”，而是希望帮你完成一次根本性的角色转换：Code is generated, Document is the ...