To Bin or Not to Bin: A Tutorial on Fast Feedback Loops for AI Capabilities

This hands-on tutorial takes a 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 each step. It runs locally against a made-up council with Claude Code and either Apache Airflow or cron, and is a companion to the author's Airflow Summit 2026 talk, "It Works! Now What?"