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improve-loop

Autonomous loop that works through docs/STORIES.md one story at a time for a macOS app, building, snapshotting, comparing against reference screenshots, fixing, and committing, until a milestone is done. Use when the user says "keep going", "work through the backlog", "make it match the reference", or wants an unattended improvement loop.

skills/ship/improve-loop/SKILL.md

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Repository last updated
Nov 5, 2026
License
MIT

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# Improve loop

One pass through the loop takes one story from `todo` to `done`:

```text
pick story -> plan -> code -> ./build.sh -> snapshot -> compare -> fix -> commit -> update STORIES.md
```

Stop after the milestone the user named, or after the current milestone if
they named none. Then report.

## 1. Pick

Open `docs/STORIES.md`. Take the first `todo` story in the current