用中文清晰阅读和讲解科研论文。用于提炼核心贡献、深入解释方法、分析实验与局限，并在 NOTES.md 中写入中文讲义式笔记。
Use the Agentero CLI (bin `agentero`) to create, discover, and inspect a local research vault and catalog—list/get papers, import by id/URL/PDF, layout regions, reading marks, download assets, parse PAPER.md, export bib—without BYOA. Prefer --json. Discover…
Create Excalidraw diagrams for academic research scenarios — paper structures, methodology flows, literature maps, and conceptual frameworks.
Runs a deep, survey-grade literature investigation on a research topic: freezes research questions, searches from multiple adversarial perspectives, verifies every citation, synthesizes evidence into a MECE taxonomy with in-sentence cross-comparison, and…
Evaluates a preliminary research idea against a five-dimension framework (Higher, Faster, Stronger, Cheaper, Broader) plus idea-lifecycle and student-capability matching, paradigm-shift probing, and a fatal-flaws audit. Returns a reviewer-style verdict;…
Improve academic paper writing quality for ML/CV/NLP-style papers with clear section structure, paragraph flow, and reviewer-facing presentation. Use when drafting or revising Abstract, Introduction, Related Work, Method, Experiments, or Conclusion; polishing…
Normalize an existing research directory into an Agentero vault layout. Use when reorganizing files, papers, notes, PDFs, TeX sources, marks, assets, attachments, or legacy Zotero/Obsidian-style folders to match Agentero directory and catalog conventions.
Apple's approach to interface design and fluid, physical motion, translated for the web. Use when building or reviewing gesture-driven UI, spring animations, drag/swipe/sheet interactions, momentum and interruptible transitions, translucent materials and…