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Get Started Free →Use when auditing public research exemplars for deterministic publication readiness across tests, methods, evidence, artifacts, figures, manuscript sources, and generated outputs.
| Test case | Without → With | Effect | Δ tokens | Δ turns |
|---|---|---|---|---|
| case-03 | ✗→✓ | ▲ Improved | -81% | 0% |
| case-05 | ✗→✓ | ▲ Improved | -55% | 0% |
| case-06 | ✗→✓ | ▲ Improved | -79% | 0% |
| case-08 | ✗→✓ | ▲ Improved | 2% | 0% |
| case-12 | ✗→✓ | ▲ Improved | -70% | 0% |
Run the shared audit after source, tests, methods, manuscript, or generated output changes. Deterministic failures block; review-required findings are explicit handoff items for a human editor or domain reviewer.
bashuv run python -m infrastructure.validation.cli publication-audit \ --all-public --strict --rendered --format markdown
The audit is read-only. Fix the producer or source contract, regenerate, and run it again. Source placeholders may remain when the canonical hydrated or combined rendered input is resolved. Do not edit reports or rendered provenance receipts by hand; stage 04 writes them after a green validation run, and scripts/maintenance/refresh_rendered_provenance.py backfills already-green tracked snapshots.
Other measured skills in the registry, with their headline benchmark lift.