Kakuna是一款AI代理工具，旨在将早期快速原型自动转化为可维护的生产级代码库。它通过内置的检查清单和“计划-目标”工作流，模拟人类开发与运维流程，在保持功能不变的前提下，自动执行代码审查、测试补充、重构等“无聊”工作，并强调子代理并行以提升效率。该工具是为“人类与代理协作”而设计的范例，其核心是“反熵增”与“反代码腐化”。例如，一次约16小时的运行能生成上百次提交，将一个脆弱的MVP转变为一个结构清晰、可长期构建的稳定项目。
如果你还在为 vibe coding 产出的屎山头疼，swyx 这个 skill 刚开源，16 小时自动重构 103 次提交交付一个可维护的代码库，做独立开发的很值得抄一下。
Kakuna: skills with checklists that only know how to harden your codebase
/plan with it then let it /goal for a day, it comes back with same functionality but all the boring stuff done for you + an audit of its own work.
focus on subagent parallelism and encodes strong opinions on how AI engineers should design apps for human and agent access/devops/product mgmt.
instead of dark factory, go "mullet factory" - party in front (ship unique lovable features), dark in the back (timeless production principles). basically its the antientropy/antislop part of symphony broken out as its own thing
not gonna go psychosis further than this but extend as you will. link below
working on a "take this vibecoded slop app and make it a production-ready, e2e tested, maintainable, parallelizable agent repo" skill. this thing ran for ~16 hours yesterday and made 103 commits all told and i ended up with exactly the same app but instead of fragile mvp it now looks like a codebase i can actually build on for th elong run在 X 查看被引用的帖子
来源：swyx · x.com