Calibrate academic writing style based on external samples. Extract complete style profile from reference, diagnose target paper, and generate restructured copy. Always performs full analysis (deep) and complete pipeline (profile → diagnosis → restructure). Outputs to ./paper-style/runs/<timestamp>-<target>/.
Apply a controlled human-style post-polish pass only after a formal full-paper polish has already been completed. Use when the user wants a finished academic paper to sound less mechanical by adding restrained natural phrasing in Introduction, Related Work or Related Works, and Results sections, with optional minor grammar imperfections only when the user explicitly enables grammar-error mode. Before editing, remind the user that paper-polish-workflow, paper-refine-special-en, or paper-refine-special-zh should be used first for formal polishing; preserve facts, citations, LaTeX syntax, formulas, and technical correctness.
Use when experiments complete to judge what claims the results support, what they don't, and what evidence is still missing. A paper architect/reviewer evaluates results against intended claims and routes to next action (pivot, supplement, or confirm). Use after experiments finish — before writing the paper or running ablations.
Compile LaTeX paper to PDF, fix errors, and verify output. Use when user says \"编译论文\", \"compile paper\", \"build PDF\", \"生成PDF\", or wants to compile LaTeX into a submission-ready PDF.
Generate publication-quality figures and tables from experiment results. Use when user says \"画图\", \"作图\", \"generate figures\", \"paper figures\", or needs plots for a paper.
Generate a structured paper outline from review conclusions and experiment results. Use when user says \"写大纲\", \"paper outline\", \"plan the paper\", \"论文规划\", or wants to create a paper plan before writing.
Review paper text or PDFs from a final-check or reviewer perspective. Use when the user wants fatal logic checks on English LaTeX, or a harsh reviewer-style report on a full paper PDF with concrete rejection risks and revision advice.
Draft paper content section by section from a paper plan, first as complete Markdown drafts and then as one LaTeX file per section. Use when user says \"写论文\", \"write paper\", \"draft LaTeX\", \"开始写\", wants Markdown-first paper drafting, or wants to generate LaTeX content from a problem-aligned paper plan.