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Get Started Free →End-to-end publication-readiness audit for public template exemplars — tests, no-mocks, methods contracts, claims, evidence, figures, references, rendered outputs, and deterministic regeneration. USE WHEN preparing a template or project for release, DOI deposit, peer review, or a publication sign-off.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-10 | ✗→✓ | ▲ Improved | -44% | 0% |
| case-07 | ✗→✓ | ▲ Improved | -48% | 0% |
| case-09 | ✗→✓ | ▲ Improved | -27% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -45% | 0% |
| case-13 | ✗→✓ | ▲ Improved | -10% | 0% |
Use the deterministic infrastructure gate first:
bashuv run python -m infrastructure.validation.cli publication-audit \ --project templates/template_code_project --strict --rendered --format markdown
Then run the project’s tests, methods plan, prerender gate, render, output validation, no-mock inventory, and clean double-run comparison. Treat only stable validator failures as blocking. Preserve review_required findings for human assessment of scientific scope, unsupported generalization, prose, and visual quality.
Never hand-edit generated output. Correct the source producer or manuscript source and regenerate the affected artifacts.
Other measured skills in the registry, with their headline benchmark lift.