ml-paper-writing

Quick Review

Exceptional skill for ML/AI academic paper writing. The description clearly covers capabilities (drafting papers from research repos, structuring arguments, citation verification, camera-ready submissions) enabling straightforward CLI invocation. Task knowledge is comprehensive with detailed workflows, LaTeX templates for 6 major venues, citation APIs with code, and distilled wisdom from top researchers. Structure is excellent: SKILL.md provides clear overview with numbered workflows while deferring deep dives to reference files. The mandatory citation verification protocols and proactive drafting philosophy demonstrate sophisticated understanding. Novelty is high—writing publication-ready papers for top-tier venues involves complex reasoning about narrative structure, reviewer expectations, LaTeX compilation, and citation integrity that would require extensive prompting from a base CLI agent. The skill meaningfully reduces token costs and hallucination risks (especially for citations). Minor improvement areas: could benefit from example paper snippets showing before/after revisions, and perhaps a troubleshooting section for common LaTeX compilation errors. Overall, this is a highly specialized, well-structured skill that adds substantial value beyond what a CLI agent could achieve alone.