auto-paper-improvement-loop

To automate LaTeX paper review, this skill runs a two-round autonomous loop that critiques your manuscript, applies fixes to CRITICAL and MAJOR issues, and regenerates the final PDF. This iterative refinement reduces manual editing effort while preserving core claims.

Automated iterative paper polishing is an end-to-end process that applies structured critiques and fixes to compiled LaTeX papers across multiple rounds. It ensures robust state persistence, auditable logs, and safe handling of overclaims without fabricating results during manuscript refinement.

To start an automated two-round review and recompile, run the skill on your paper directory containing your LaTeX files. It automatically handles paper.tex, sections, and main.pdf, triggering recompilation to produce updated outputs while tracking progress in an audit log.

Yes, the automated paper improvement loop persists state after interruptions by tracking current_round, last_score, and logs. This stateful progress tracking allows the manuscript refinement workflow to resume safely without losing the results of previous review and fix cycles.

A key limitation of automated LaTeX manuscript refinement is that it strictly avoids fabricating results and focuses on softening overclaims. It operates safely by prioritizing CRITICAL and MAJOR issues during the safe-surgery editing process rather than rewriting core scientific claims.