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Long-form write-ups on debugging, migrations, testing, and delivery practices.
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What It's Really Like Debugging An AI Generated Startup Codebase
A look inside a small AI startup where most of the code was generated by models. I share what it actually felt like to debug the system, what broke, and what that says about AI driven “ship fast” culture.
Nov 25, 202510 min read
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AI Generated Comments And Docs You Can’t Trust (And What To Do Instead)
AI makes it trivial to flood a repo with comments and documentation that look helpful but are not. This piece breaks down how that happens and offers a few simple rules to keep docs honest and useful.
Nov 25, 20255 min read
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Why AI Makes Testing More Important, Not Less
AI helps small teams build complex systems way earlier than before. I argue that this “complexity compression” is exactly why tests, even a few targeted ones, matter more in AI era startups.
Nov 25, 20256 min read
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