STOP. READ THIS ENTIRE SKILL.MD BEFORE CALLING ANY ENDPOINT.

paper-lab

Self-improving documentation convergence loop. Takes a document, reviews it via /review-paper, computes the quality delta, applies targeted fixes, reviews again, and repeats until quality converges above threshold or max rounds are exhausted.

Why This Exists

Documentation quality is exactly the kind of problem that benefits from convergence loops. Each round of /review-paper identifies issues. Each fix addresses some issues but may introduce new ones. /paper-lab tracks the delta between rounds and knows when to stop — either because quality has converged above threshold, or because further iteration yields diminishing returns.

Same pattern as /pdf-lab (extraction convergence) and /prompt-lab (prompt evaluation convergence), applied to written documentation.