Research pipelines as semantic execution units: each skill declares inputs/outputs, acceptance criteria, and guardrails. Evidence-first methodology prevents hollow writing through structured intermediate artifacts.
Internal template for creating or refactoring a skill into the repository's reference-first shape. Trigger: reference-first template, blueprint skill, create a reusable skill, refactor a script-heavy skill. Use when: you need a lean SKILL.md, explicit references/, machine-readable assets/, and a minimal deterministic…
Extract per-subsection “anchor facts” (NO PROSE) from evidence packs so the writer is forced to include concrete numbers/benchmarks/limitations instead of generic summaries.
Curate reader-facing survey tables for the Appendix (clean layout + high information density), using only in-scope evidence and existing citation keys.
Audit one research Workspace for declared Unit outputs and Pipeline target Artifacts, writing output/CONTRACTREPORT.md; use for mid-Run coverage snapshots or final delivery completeness, not deep provenance integrity.
Build per-chapter (H2) writing briefs (NO PROSE) so the final survey reads like a paper (chapter leads + cross-H3 coherence) without inflating the ToC.
Project completed stage Artifacts into a concise human-review block in DECISIONS.md; use before a Workflow checkpoint, not for Workflow routing or approval.
PRODUCES a citation-budget plan/report (output/CITATIONBUDGETREPORT.md); does NOT edit the draft. Allocates an in-scope per-H3 budget (NO NEW FACTS) so drafts stop failing the global unique-citation gate; citation-injector applies it.
APPLIES/consumes a citation-diversifier budget report (output/CITATIONBUDGETREPORT.md) to inject in-scope citations into an existing draft (NO NEW FACTS), so the run passes the global unique-citation gate without citation dumps.
Rewrite outline/claimevidencematrix.md as a projection/index of evidence packs (NO PROSE), so claims/axes are driven by outline/evidencedrafts.jsonl rather than outline placeholders.
Score an existing reader-facing deliverable and emit a deterministic PASS/FAIL scorecard plus bounded repair plan; use after synthesis, not to rewrite content.
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