
Debugging methodology for LLM tool calls — trace from the model's side first, use runtime evidence over code inference, and follow live request chains for reasoning/thinking bugs.
Fetch and organize course transcripts from DeepLearning.AI. Use this skill whenever the user mentions DeepLearning.AI courses, wants to download course transcripts, subtitles, or VTT files from a course, or asks to organize lesson transcripts from learn.deeplearning.ai. It does NOT trigger for general video subtitle downloading — only for DeepLearning.AI courses specifically.
Query CCF (China Computer Federation) venue rankings for conferences and journals using year-partitioned reference data. Use when users ask for CCF level (A/B/C), category/domain, or rank verification for a venue abbreviation/full name (for example ICML, CVPR, TOCS), or request batch lookup/comparison across venues or years.
Use browser MCP to access IEEE Xplore through university library proxy, preserve institutional session, run keyword/advanced/journal search, and optionally post-filter by CCF rank (for example CCF-A) with structured output.
Research-grade single-paper analysis with evidence-grounded structured extraction and internal self-evaluation. Use when users ask to summarize or screen one academic paper from an arXiv link/ID or local PDF and need verifiable claims with citations, especially for Chinese-language output to students.
Help users design, audit, and maintain a file management system — folder structures, naming conventions, storage strategies, and cleanup workflows. Use this skill whenever the user mentions organizing files, cleaning up folders, setting up a file structure, naming files, managing photos/albums, digital asset organization, cloud vs local storage, backups, or says things like "my files are a mess", "where should I put this", "help me organize my drive", "set up a folder structure", or asks about file naming.