auto-paper-improvement-loop

You can automate LaTeX proofreading by running a two-round autonomous paper improvement loop that handles theory refinement, presentation enhancements, and syntax corrections across LaTeX sources. It requires a paper directory with section .tex files and outputs updated PDFs.

A two-round autonomous paper improvement workflow systematically reviews and fixes LaTeX manuscripts to reduce manual editing. It applies theory refinement, presentation enhancements, and syntax corrections across sources, maintaining persistent state and detailed logs for recovery and resumption.

To start AI-assisted review, run the skill with your target paper directory, such as auto-paper-improvement-loop paper/. The directory must contain paper/main.pdf and all section .tex files to process the autonomous two-round improvement cycle.

Autonomous paper improvement supports recovery by using PAPER_IMPROVEMENT_STATE.json and PAPER_IMPROVEMENT_LOG.md files. These persistent state files allow the two-round workflow to resume from the saved progress, ensuring resilience to interruptions during LaTeX recompilation.

No, you cannot use the paper improvement loop without a pre-compiled main PDF. The skill requires a paper directory containing paper/main.pdf and all section .tex files as prerequisites to begin the autonomous two-round review and syntax correction process.

The best way to improve theoretical rigor is using an autonomous paper improvement workflow that systematically refines theory, enhances presentation, and corrects syntax across LaTeX sources with minimal manual edits. It outputs publish-ready PDFs and a comprehensive improvement log.