update-study

Use this skill when the user asks to "update study", "analyze new experiments", "update experiment document", or "refresh study notes". It produces academic-paper-quality experiment reports with matplotlib plots, an executive summary with comparison tables, implementation structure and code snippets, experimental results with figure interpretation, proposed improvements with code examples, hypotheses, limitations, and LaTeX PDF export including figures. Features include incremental detection (only analyze NEW experiments), data extraction into a pandas DataFrame, automated plot generation, an iterative writing-improvement loop with quality criteria, zero-hallucination verification, and LaTeX PDF export. Usage - `/update-study logs/experiment.log study.md` or `/update-study "logs/exp1.log logs/exp2.log" results/ablation_study.md`