严谨执行论文搜索、文献综述、related work、paper search、literature review、survey synthesis、baseline comparison 与研究路线设计。Use when the user asks for papers, SOTA, baselines, related work, or research planning.
Use when deciding where a knowledge card should live in the knowledge tree, choosing a major domain and subdomain, designing routing policy, or diagnosing why a card was routed to the wrong folder. Reads the repository routing guide and policy before deciding.
Deep analysis of a single paper: download PDF, extract figures, generate structured 20+ section note, fill LLM placeholders.
Daily paper discovery workflow: search arXiv + Semantic Scholar, score, deduplicate, and generate a recommendation note. Also handles individual paper searches by topic.