Research

Maximum-saturation research orchestration as ONE engine with two postures. Fans synchronous explore+librarian+browsing worker waves across codebase, web, official docs, and OSS repos; runs an EXPAND-until-convergence loop driven by leads workers return at each barrier; verifies contested claims through a separate verification pass (executed code for code-shaped claims, oracle citation re-read for the rest); on the explicit research posture, produces a cited REPORT.md (+ self-contained REPORT....

Use when orchestrating complex multi-step tasks requiring delegation, parallelization, or systematic completion verification - especially when tempted to do everything yourself or ask user codebase questions

Use when the user asks to review, evaluate, check, or get feedback on their resume — even partially (self-introduction/자기소개, career/경력, problem-solving/문제해결, or any single section). Triggers on resume review/evaluation/feedback (이력서 리뷰/검토/피드백), section-specific evaluation requests, interview readiness checks, achievement line quality, AI tone audit, or _config.yml + review intent. When a JD is provided, evaluates JD fit and recommends optimal content from the candidate pool. NOT for simple _c...

Use when creating, sourcing, or refining resume problem-solving material — building compound scenarios, developing problem definitions, crafting solution strategies, or iterating entries until examiner approval. Triggers on 이력서 재료/소재, 문제 상황 만들기, 시나리오 작성, compound scenario, 이력서 항목 작성

Use when checking pin graph health. Runs lib/pins/audit to detect dangling relations, duplicates, invalid entities, stale entries, and orphans, then presents a ranked report.

Use when turning raw meeting notes, a transcript, or an ASR/recording dump into a structured record — separating discussion / decisions / action items, extracting owned action items with verbatim grounding, mapping related docs and tickets, and recommending a next step per action item. Triggers include 회의록 정리, 회의 정리해줘, 이 회의록에서 액션아이템 뽑아줘, 미팅 노트 정리, 회의 녹취록 정리, transcript to action items, meeting notes to action items, summarize this meeting, standup/retro/decision meeting notes.

Use when creating, refining, or managing requirement-stage PM issues, OR when turning a raw symptom report, bug, regression, or production incident whose root cause is not yet established into an issue. Triggers include "요구사항 티켓 만들어", "티켓 정리", "이 요구사항 이슈로", "티켓 써줘", "이 버그/증상 원인 파악해서 티켓", "장애/이슈 원인 찾아서 티켓", "이 제보 이슈화", "requirement to issue", "manage issue", "file this requirement", "diagnose this bug and file an issue", "incident to issue", "이슈로 만들어", "티켓 작성", "요구사항 이슈화".

When the user wants to optimize post-signup onboarding, user activation, first-run experience, or time-to-value. Also use when the user mentions "onboarding flow," "activation rate," "user activation," "first-run experience," "empty states," "onboarding checklist," "aha moment," or "new user experience." For signup/registration optimization, see signup-flow-cro. For ongoing email sequences, see email-sequence.

Track and visualize ML training experiments with real-time dashboards synced to Hugging Face Spaces.

Publish and manage research papers on Hugging Face Hub with arXiv integration, model/dataset linking, and authorship management.

Use the filesystem for dynamic context discovery, enabling agents to store and retrieve unlimited context on demand.

Production-grade deep research with multi-agent orchestration, stuck-agent recovery, write-after-search reliability, and optional human checkpoints. Use when user needs comprehensive, citation-backed analysis requiring 10+ sources. Triggers on "deep research", "comprehensive analysis", "research report", "compare X vs Y", "analyze trends". Do NOT use for simple lookups, debugging, or questions answerable with 1-2 searches.

Use the public makeBIMI SVG Tiny P/S Test Corpus to evaluate an SVG against its evidence-bound fixture rules and to report the result clearly.

Add academic papers to Zotero via MCP (DOI/PMID/title); fetch full-text PDFs through a publisher-aware route ladder (Unpaywall → Elsevier/Wiley/Springer TDM → institutional proxy → SFX); PDFs land in a linked-files folder (ZotMoov), never uploaded to Zotero cloud. Also verifies that a downloaded PDF really is that article (and cuts it out of a whole conference supplement when it isn't). Trigger: "下載論文", "抓全文", "download paper", "get full text", "加進 Zotero", "抓到整本", "PDF 是不是這篇", or when /paper...

End-of-session orchestrator. Previews which of wrap/distill/feedback/taskwarrior-sync qualify, single confirm, then sequence. Use when winding down a session.

HTTP load testing with oha. Use when measuring latency percentiles, finding a server's breaking point, or validating SLA targets under coordinated-omission correction.

Read an issue's full comment thread and re-verify its cited evidence at HEAD. Use when scoping a PR or plan from a GitHub issue, or before filing or reversing one in your own tracker.

Fleet skill observability with two views - health audits per-skill metrics and files/resolves issues in memory/issues/; analytics ranks the fleet by 7d runs, success rates, and anomaly flags.

Evidence-first academic research workflow for topic ideation, scholarly search, paper reading, literature and systematic reviews, study and experiment design, statistics and data analysis, scientific figures, manuscript drafting and polishing, citation checks, peer review, rebuttals, submission packages, theses, and paper-to-presentation work. Use when an agent must plan, execute, audit, write, revise, or package research while keeping claims traceable to verified sources, data, analysis, or ...

Diagnosis loop for bugs and failing behavior. Use when asked to debug or fix failing or slow behavior.

Survey and synthesize theoretical literature on a specific topic, identifying seminal papers, key results, open problems, and cross-domain connections. Use when starting research on an unfamiliar theoretical topic, writing a literature review for a paper or thesis, identifying open problems and research gaps, finding cross-domain connections, or evaluating the novelty of a proposed theoretical contribution against existing work.

Survey and synthesize theoretical literature on a specific topic, identifying seminal papers, key results, open problems, and cross-domain connections. Use when starting research on an unfamiliar theoretical topic, writing a literature review for a paper or thesis, identifying open problems and research gaps, finding cross-domain connections, or evaluating the novelty of a proposed theoretical contribution against existing work.

Survey and synthesize theoretical literature on a specific topic, identifying seminal papers, key results, open problems, and cross-domain connections. Use when starting research on an unfamiliar theoretical topic, writing a literature review for a paper or thesis, identifying open problems and research gaps, finding cross-domain connections, or evaluating the novelty of a proposed theoretical contribution against existing work.

Survey and synthesize theoretical literature on a specific topic, identifying seminal papers, key results, open problems, and cross-domain connections. Use when starting research on an unfamiliar theoretical topic, writing a literature review for a paper or thesis, identifying open problems and research gaps, finding cross-domain connections, or evaluating the novelty of a proposed theoretical contribution against existing work.