WILLOSCAR
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- ▌ Idea Screener · willoscar bundleScreen the direction pool with a discussion-first scoring pass, writing `output/trace/IDEA_SCREENING_TABLE.md`.
- ▌ Rubric Writer · willoscar bundleUse when `paper-review` has claims plus evidence gaps and needs the final referee-style report.
- ▌ Source Ingest · willoscar bundleFetch and normalize supported source-tutorial inputs into local, traceable text artifacts.
- ▌ Unit Executor · willoscar bundleExecute exactly one eligible Unit in an existing research Workspace; use for stepwise or manual semantic execution when status, Attempt, Artifact, Manifest, checkpoint, and acceptance evidence must remain synchronized.
- ▌ Chapter Briefs · willoscar bundleBuild per-chapter (H2) writing briefs (NO PROSE) so the final survey reads like a paper (chapter leads + cross-H3 coherence) without inflating the ToC.
- ▌ Draft Polisher · willoscar bundleAudit-style editing pass for `output/DRAFT.md`: remove template boilerplate, improve coherence, and enforce citation anchoring.
- ▌ Evidence Draft · willoscar bundleCreate per-subsection evidence packs (NO PROSE): claim candidates, concrete comparisons, evaluation protocol, limitations, plus citation-backed evidence snippets with provenance.
- ▌ Grad Paragraph · willoscarWrite one survey-quality paragraph from evidence packs (tension → contrast → evaluation anchor → limitation).
- ▌ Latex Scaffold · willoscar bundleScaffold a LaTeX project (`latex/main.tex`, optional bibliography wiring, structure) from an existing Markdown draft.
- ▌ Module Planner · willoscar bundleUse when a tutorial concept DAG exists and the run needs an ordered teaching plan with objectives and outputs.
- ▌ Novelty Matrix · willoscar bundleUse when `paper-review` needs overlap/delta positioning against provided related work.
- ▌ Section Briefs · willoscar bundleBuild chapter-level briefs (`outline/section_briefs.jsonl`) from chapter skeleton plus section bindings before stable H3 decomposition.
- ▌ Section Mapper · willoscar bundleMap papers from the core set to each outline subsection and write `outline/mapping.tsv` with coverage tracking.
- ▌ Section Merger · willoscar bundleDeterministically merge the final fingerprinted section snapshot into `output/DRAFT.md`, preserving outline order and inserting transitions only when explicitly enabled.
- ▌ Survey Visuals · willoscar bundleDraft non-prose visuals artifacts (timeline, figure specs) for a survey, grounded in evidence and using citation keys from `citations/ref.bib`.
- ▌ Workspace Init · willoscar bundleInitialize a missing research Workspace from the repository template without overwriting existing Run state; use before Pipeline binding when the target under `workspaces/` has no valid core artifacts.
- ▌ Beamer Scaffold · willoscar bundleGenerate a Beamer slide deck from the final tutorial and approved module structure.
- ▌ Evidence Binder · willoscar bundleBind addressable evidence IDs from `papers/evidence_bank.jsonl` to each subsection (H3), producing `outline/evidence_bindings.jsonl`.