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Get Started Free →Template-native manuscript planning, outline, drafting, revision, formatting, citation check, and AI-use disclosure routing. USE WHEN the user asks to write, outline, revise, format, or prepare a paper inside the Research Project Template.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | 134% | 0% |
| case-04 | ✗→✓ | ▲ Improved | 20% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -19% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -6% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -17% | 0% |
Template-native paper workflow. It uses project manuscript sources, generated variables, validation gates, and evidence registries rather than a copied external academic agent prompt.
docs/_generated/active_projects.md.projects/<project>/manuscript/, generated variables, figure captions, and citekeys; use [MATERIAL GAP] instead of fabricating missing evidence.[[VAR:...]], registry-backed labels, citekeys, and project-defined cross-reference tokens over hard-coded numbers.prose-quality) and tighten any flagged stock phrasing, em-dash over-use, or uniform sentence length. Treat it as advisory (revise, do not blindly delete); it is a deterministic clean-room distillation of the ARS writing-quality check, not a model judgment.bashuv run python -m infrastructure.validation.cli prerender projects/<project>/manuscript --repo-root . uv run python -m infrastructure.reference.citation validate projects/<project>/manuscript/references.bib uv run python -m infrastructure.reference.verification verify projects/<project>/manuscript/references.bib --live --as-of-year <year> uv run python -m infrastructure.validation.cli prose-quality projects/<project>/manuscript uv run python -m infrastructure.validation.cli markdown projects/<project>/manuscript --repo-root . --strict uv run python -m infrastructure.validation.cli integrity output/<project>/
Other measured skills in the registry, with their headline benchmark lift.