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Building an AI harness for my team taught me that the tooling was only part of the work. The more important outcome was making our working agreements visible, discussable, and executable.

AI did not make pre-AI frameworks obsolete. It changed which parts of them still earn their place. This is what happened when our team evaluated Shape Up one ritual at a time, asking what question each practice answers and which decision it still protects.

A Shipping Debrief helps engineering teams turn meaningful deliveries into one concrete, testable improvement to how they plan, build, review, and learn.

Approach Review helps engineering teams surface trade-offs before pull request review turns into late design debate, tense threads, and costly rework.

Risk Sketch is a 20-minute practice for surfacing product, design, and engineering risk before late surprise becomes tense rework and ugly scope cuts.