加了一个 skills 审计代码验证层的成熟度,8 个风险维度 + 21 类验证方法 github.com/kejun/squad/tree/…
这个太牛逼了👍
Built a physical simulation of a record player with WebGL2 and Web Audio. It's *shockingly* accurate: vinyl-gl.vercel.app.
Instead of playing a song, it works by converting it into the physical shape of a groove. Then a simulated stylus rides those walls 384,000 times a second, and you hear the voltage that motion would induce in a cartridge.
So the crackle, the pops, the wow/flutter, the dull inner grooves are natural byproducts of the simulation. You can also "DJ" the record.
(The converted songs are in the public domain or CC-licensed. Code is linked for you to remix and re-deploy.)
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我这个项目本身就是用 gherkin + xstate 开发的,用 @poteto 的 statechart 画出状态图效果很好![赞]
github.com/kejun/squad
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简单说就是 -- 敢想敢干
The coding interview is dead, at least for my team at Anthropic. I've seen enough to know that it no longer provides signal. I removed it from loops this month.
I have a spicy, optimistic take - I think there's an opportunity for junior engineers: felixrieseberg.com/hunger-be…
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这个分享很好(有很多技术梗),推荐观看:「在 Agent 时代构建可靠的软件」,中文可以看这个 github.com/kejun/blogpost/bl…
so many gems and great tips in this talk from @yminsky about how to improve your codebase for agents
• agents thrive on feedback, and types are one of the best kinds
• make illegal states unrepresentable with types, and it enforces global rules across your codebase
• property based tests, fuzzing, and even full-system deterministic simulation testing
• expect tests: just print stuff out and capture it in the test. makes behavior legible. it's very similar to how compilers have fixture tests, it reduces the review surface area
• formal methods used to be very expensive: seL4 is about 8,700 lines of C and took around 25 person-years, with 23 lines of proof for every line of C code, but agents change the roi
youtube.com/watch?v=rUYP4C29…





















