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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

以下正文同步自 Hacker News 最新,版权归原站所有,已转换为易读排版。

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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