Building Systems for Real Work
Technology, process, and governance are tools. The real work is solving the problem.
Latest Posts
AI Agent 不只是一个更会写代码的编辑器插件
Jul 1, 2026Productive
我最近使用 AI coding agent 的频率很高，Codex、Claude Code 之类的工具基本已经进入日常工作流。 刚开始用这类工具，很容易把它理解成“更聪明的自动补全”或者“能帮我写代码的聊天窗口”。但用得久一点以后，我越来越觉得，这种理解太小了。 AI Agent 真正改变的不是某一次代码生成，而是整个软件工作流里“上下文如何组织、任务如何拆分、审查如何发生、经验如何沉淀”的方式。...
AI Agent 也需要环境界面
Jun 13, 2026Productive
AI coding agent 用久以后，一个很具体的问题会出现：它在后台工作时，人应该怎样知道它现在处于什么状态？ 编辑器里的进度、终端里的输出、通知里的提示都能解决一部分问题。但这些界面往往要求你主动看过去。你如果正在处理别的事情，或者同时开着几个会话，很容易不知道哪个 agent 还在跑，哪个已经完成，哪个卡住了，哪个需要你确认。 vibe-lamp 这个项目就是从这个很小的问题开始的。 它...
AI 原生业务系统不是一个聊天框
Apr 24, 2026Development
很多产品一说 AI 原生，最后落到界面上就是多一个聊天框。 聊天框当然有用。它适合表达不确定的意图，也适合把复杂入口收敛成自然语言。但如果一个业务系统真正要被 AI 深度参与，聊天框只是最外层的交互形式，不是系统能力本身。 我在 LinchKit 上持续做的一些实验，核心其实不是“让 AI 多写一点代码”，而是另一个问题：业务系统内部的能力、规则和边界应该怎样表达出来。 规则、权限和状态必须先被表...
My Projects
Software Development & Hardware Exploration & Tooling & Scaffolds & System Architecture
Hi everyone, I programmed a spider for crawling words from some given website such as Spring Framework Guides, Vue Guides, etc, the artifacts are all the words in the given website and sorted by word ...
A Python tool that uses acme.sh to automatically apply for certificates and deploy them to cloud platforms (such as Alibaba Cloud AliOSS).Certificate source: Let's Encrypt (acme.sh is only the issuanc...
Crow-Rest is a quick-starter based on SpringBoot to handle common CRUD operations via RESTful API, it's easily integrated into your project especially new one, it's built a new realization via abstrac...
Production-ready Hyprland desktop environment solution with 971-line unified management script, 35+ functional scripts, Chinese input optimization, and automated tool integration. Primarily developed by Claude Code.
LinchKit is an experiment in AI-native software capability runtime. It models software systems through entities, actions, rules, states, events, views, flows, and relations, so humans and AI agents ca...
Nestory is an early exploration of a long-term family system. It may sit somewhere between a family blog, private personal spaces, growth records, creative portfolios, and a shared family memory base....
Tablite is a CSV / TSV editor for Obsidian. It turns plain data files inside a vault into editable, filterable, sortable table views with virtual scrolling, progressive loading, type detection, column...
Personal Background is a structured Markdown background system for AI agents. It stores profile, preferences, constraints, episodes, and notes so agents in different projects can read stable context i...