Reflect and Improve

A meta-skill that runs after another skill in this toolkit produces an artifact. It asks one question honestly: did the change actually make the paper better, measured against the goal — or did it just make it different? It critiques the new artifact against (a) the goal, (b) the paper's .paper-memory/profile.yml, (c) the rubric that fits the task, and (d) past .paper-memory/lessons.md; iterates within a hard budget; refuses to accept a change that lowers a measurable score; and records what it learned so the next paper starts smarter.

This is a copilot, not a pilot. It proposes; the author decides and edits.

When to use