WILLOSCAR

Use when a tutorial concept DAG exists and the run needs an ordered teaching plan with objectives and outputs.

Use when `paper-review` needs overlap/delta positioning against provided related work.

Rewrite subsection openers so they stop reading like a generated table-of-contents: remove \\\"overview/narration\\\" stems and reduce…

Deterministically compact final H3 bodies to the active delivery profile's paragraph budget without deleting prose or changing…

Download PDFs (when available) and extract plain text to support full-text evidence, writing `papers/fulltext_index.jsonl` and…

Write `output/DRAFT.md` (or `output/SNAPSHOT.md`) from an approved outline and evidence packs, using only verified citation keys from…

Use when `evidence-review` needs an operational protocol before screening and extraction.

Remove repeated boilerplate across sections (methodology disclaimers, generic transitions, repeated summaries) while preserving citations…

Use when `paper-review` has claims plus evidence gaps and needs the final referee-style report.

Deterministically merge the final fingerprinted section snapshot into `output/DRAFT.md`, preserving outline order and inserting…

Use when a `research-brief` workspace has a small paper set plus outline and needs a compact reader-facing briefing instead of a full…

De-slot and harmonize paper voice across `sections/*.md` without changing meaning or citation keys.