software-factory-intensive

Harvest walkthrough snapshot output and update curriculum READMEs to match what walkthroughs actually produce. Walkthroughs save their output to test-harness/walkthrough-snapshots/<lesson>/. This skill reads those snapshots, compares against README claims, and updates the READMEs so students see accurate commands and output. Use whenever editing curriculum READMEs, walkthrough scripts, or lesson packs. Also trigger on "validate lessons", "update lesson content", "sync READMEs with walkthroughs", "curriculum drift", or any question about whether what students are told to do matches reality.

Clean up and run this repo's tutorial walkthrough harness safely. Use before or after `test-harness/tutorial-walkthrough.sh`, `test-harness/behavioral-smoke.sh`, or `$validate-lesson-content`; when `sfi-walkthrough-*` cities, scratch Dolt/tmux/agent processes, or hook-owned walkthrough runs interfere; or when validating lesson snapshots in `test-harness/walkthrough-snapshots`.

Harvest walkthrough snapshot output and update curriculum READMEs to match what walkthroughs actually produce. Walkthroughs save their output to test-harness/walkthrough-snapshots/<lesson>/. This skill reads those snapshots, compares against README claims, and updates the READMEs so students see accurate commands and output. Use whenever editing curriculum READMEs, walkthrough scripts, or lesson packs. Also trigger on "validate lessons", "update lesson content", "sync READMEs with walkthroughs", "curriculum drift", or any question about whether what students are told to do matches reality.