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#开发者实时流To Bin or Not to Bin: A Tutorial on Fast Feedback Loops for AI Capabilities
Your AI agent works. Can you change it fast without breaking it?
Hacker News 最新Brajeshwar2026/10/31 · 今天1 分钟阅读
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Your AI agent works. Can you change it fast without breaking it?
To bin or not to bin is a hands-on tutorial where you take one small, real problem (which bins go out tonight?) from a first prompt to an agent with automatic checks, on a schedule, and finally to plain code with no model at all, using the same checks to prove it still works at every step.
It runs on your machine against a made-up council, with Claude Code, and either Apache Airflow or cron.
It’s the companion to my Airflow Summit 2026 talk, It Works! Now What?
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