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Get Started Free →Prose-review pipeline exemplar — readability gates, structural checking, BibTeX validation, and quality review workflows.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-05 | ✗→✓ | ▲ Improved | -32% | 0% |
| case-08 | ✗→✓ | ▲ Improved | -12% | 0% |
| case-10 | ✗→✓ | ▲ Improved | 8% | 0% |
| case-11 | ✗→✓ | ▲ Improved | -54% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -20% | 0% |
Project-scoped skill for the in-repo exemplar at projects/templates/template_prose_project/. Load this when working inside the project.
template_prose_project exemplar — running scripts, editing source,or regenerating outputs.
no-mocks testing) still hold after changes.
bash# From the repository root uv run pytest projects/templates/template_prose_project/tests --cov=projects/templates/template_prose_project/src --cov-fail-under=90 uv run python scripts/pipeline/stage_02_analysis.py --project templates/template_prose_project uv run python scripts/pipeline/stage_03_render.py --project templates/template_prose_project uv run python scripts/pipeline/stage_04_validate.py --project templates/template_prose_project uv run python scripts/pipeline/stage_05_copy.py --project templates/template_prose_project
src/ or sharedinfrastructure/, not in scripts/.
computation.
output/ — regenerate fromsource and config.
as working directory unless the child AGENTS.md states otherwise.
mmdcrequire chrome-headless-shell; install it once via npx --yes puppeteer browsers install chrome-headless-shell (see README.md).
src/config.py::ProjectConfig.from_dictrejects unknown keys and out-of-range values by raising ValueError with the offending value and the allowed set quoted — see docs/faq.md.
AGENTS.mdREADME.mdTODO.mdprojects/AGENTS.mdOther measured skills in the registry, with their headline benchmark lift.