Shared governance for the CCFA family: routing, trigger registry, task modes, handoff modes, source registry, privacy/evidence policy, ccfa.yaml, and artifact contracts. Use only when maintaining or auditing CCFA skills; not for ordinary research tasks.
Own experiment evidence semantics: decide datasets, baselines, metrics, ablations, robustness tests, chart evidence, and exactly what rows or columns a result table should contain. Use for experiment design, benchmark planning, supplied-result evidence…
Humanize and de-defend publication-facing CCF/AI prose and artifacts as a sidecar preflight, never as the primary task owner. Use before manuscript drafting/revision and before final manuscript experiment text, tables, captions, or method descriptions when…
Turn rough CCF research directions into concrete problem, gap, insight, method, novelty, and evidence plans. Use for idea optimization, fuzzy idea concretization, develop a fuzzy idea with no score, research direction shaping, early direction exploration,…
Strictly score, rank, compare, and triage early CCF research ideas with prior-art awareness and venue-fit risk. Use only for explicit idea scoring, score and rank multiple ideas, idea ranking, idea review, acceptance-potential triage, idea评分, 选题评分, 选题排名,…
Search and screen external literature, related work, datasets, benchmarks, citation candidates, and research opportunity maps for CCF workflows. Use when external retrieval is the requested deliverable: literature search, related work discovery, prior art,…
Own assessment-only manuscript deliverables without rewriting: full scientific review, scoring, reviewer reports, issue diagnosis, AC/meta-review, readiness judgment, writing/format review, and cross-version comparison. Use for full review, scientific review,…
Convert user-provided conference paper PDFs into distilled writing exemplar cards for the ccf-paper-writer skill. Extracts full text, analyzes writing patterns by venue, and produces ready-to-use exemplar cards with story patterns,…