论文研究全流程协作——选题、文献搜索、综述写作、数据搜集、实证分析、论文写作、学术审查。 使用场景：用户想写论文、选题探索、搜文献、跑回归、写综述、整理数据、检查引用， 或说"帮我研究..."、"我想写一篇关于..."、"帮我找文献"、"跑个实证"、"/paperpilot"。 面向经济学、管理学、公共政策等人文社科定量与案例研究，支持 DID、IV、RDD、面板固定效应。
Evidence collection — use when the user wants to locate data sources, collect case evidence, validate data availability, clean datasets, or organize non-academic research materials. Looks for variable requirements and research object in research_proposal.md;…
Causal identification — use when the user wants to run regressions, choose an identification strategy, test parallel trends, run robustness checks, or interpret empirical results. Looks for research question and identification strategy in…
Integrity audit — use when the user wants to verify citations, check that numbers in the paper match analysis output, detect AI writing patterns, or audit data-to-paper traceability. Looks for paper file at paper/main.tex; asks user for path if absent.
Synthesis — use when the user wants to write a literature review section, identify themes and debates across papers, map research gaps, or organize existing papers into a coherent argument. Looks for paper list in paper_search.md; accepts user-supplied…
Paper search — use when the user wants to find academic literature, build a reference list, verify citations exist, or needs reference expansion from anchor papers. Looks for research direction in research_proposal.md; asks if absent. literature-review reads…
Manuscript assembly — use when the user wants to write or revise any section of the paper, integrate upstream results into a draft, or produce a complete manuscript. Looks for research question and through-line in research_proposal.md (sections 二/三),…
Diverge-converge ideation — use when the user wants to explore a research direction, find a topic, brainstorm from a trigger, or crystallise a vague interest into a research proposal. Also use when another skill needs a research question and none exists yet.