在智能 Agent 的工程实践中，LLM 扮演着决策引擎的角色，负责意图理解、任务规划与行动生成。许多 Web 全栈工程师在起步阶段往往直接调用 OpenAI 或 Anthropic 等厂商的 API，将其视为黑盒服务，直接使用固然不错，但缺乏底层认知会让系统在复杂场景下频繁失控。真正可落地的 Agent 要求开发者掌握 LLM 的内部工作方式，包括 Transformer 架构如何处理序列数据、....
Rainhush
希望追上没有焦虑的那天
Hypokinoko
Technology
Browsing randomly on the Sourcegraph platform in search of interesting open-source tools to audit for vulnerabilities. Around the same period, discussions on the choice of desktop application developm....
现在很多程序员每天都高强度 Vibe Coding，抛开工作，我们经常要自己购买订阅套餐或按量购买 token 额度，来搞点自己的项目或者完成一些杂活儿。但 LLM 越好往往其 token 价格就越高，怎么降低这笔开销就成了很多程序员需要思考的问题。而 Caveman 就是一款能在一定程度上降低输出 token 消耗的“工具”。 这篇博客就是讲讲怎么在 Codex++ Desktop 中使用 Ca....
Life
五一期间，我仿照 Hexo/Hugo 等框架，开发了一款静态网站生成器 Fake-Mirror。在我写下这篇博客时，Fake Mirror 的文章发布功能和部署功能已经基本完善，就写博客这件事情来说，Fake Mirror 已经完全够用了。我计划后续逐步增加文章分类、图集展示、评论等功能，最终将其打造为一款资源分享网站。 yysy，我写 Fake Mirror 的主要目的，是分享我平常搜集到的插画....
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