Research, academic papers, education, and exam prep (4.5K skills)
Map papers from the core set to each outline subsection and write `outline/mapping.tsv` with coverage tracking.
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Bind papers to chapter-level sections first, writing `outline/section_bindings.jsonl` and `outline/section_binding_report.md`.
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Normalize cross-skill JSONL interfaces (ids + titles + citation key formats) so downstream skills do not rely on best-effort joins.
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Use when `paper-review` has claims plus evidence gaps and needs the final referee-style report.
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Run a research Workflow end to end when the user requests a survey, brief, review, tutorial, or idea exploration; route an unbound goal, execute one eligible Unit at a time, and stop at checkpoints or diagnosed failures.
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Write `output/DRAFT.md` (or `output/SNAPSHOT.md`) from an approved outline and evidence packs, using only verified citation keys from `citations/ref.bib`.
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Post-merge paper-voice gate: inspect the reader-facing draft for planner-talk and axis-label artifacts, then route fixes to the actual source.
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Route an unbound research Goal to one Workflow or materialize its initial C0 kickoff block; use during initial binding, not for later checkpoint summaries or approval.
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Write structured notes for each paper in the core set into `papers/paper_notes.jsonl` (summary/method/results/limitations).
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Deterministically compact final H3 bodies to the active delivery profile's paragraph budget without deleting prose or changing citation-block order.
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Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full survey.
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Merge/simplify an over-fragmented outline to hit a paper-like section budget (NO PROSE): target final ToC ~6–8 H2, fewer thicker H3.
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Use when approved tutorial context packs exist and the run needs the final article-first tutorial deliverable.
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Fetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
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Fill `outline/tables_index.md` from `outline/table_schema.md` + evidence packs (NO PROSE in cells; citation-backed rows).
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Normalize terminology across a draft (canonical terms + synonym policy) without changing citations or meaning.
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Synthesize the shortlist into a discussion-ready research idea brainstorm memo, writing `output/REPORT.md`, `output/APPENDIX.md`, and `output/REPORT.json`.
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Rewrite limitation passages so the paper keeps limitations without falling into count-based slot phrases (e.g., \"Two limitations…\") across many H3s.
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Use when an approved tutorial spec exists and the run needs a deterministic prerequisite graph before module planning.
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Bind addressable evidence IDs from `papers/evidence_bank.jsonl` to each subsection (H3), producing `outline/evidence_bindings.jsonl`.
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APPLIES/consumes a `citation-diversifier` budget report (`output/CITATION_BUDGET_REPORT.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.
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Multi-route literature expansion + metadata normalization for evidence-first surveys.
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Use when a tutorial concept DAG exists and the run needs an ordered teaching plan with objectives and outputs.
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Use when `paper-review` needs a canonical manuscript text artifact before claim extraction.
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