Canonical handoff contracts and a hash-verified verifier suite for the research scaffold evaluation apparatus. Regulated-industry data-integrity grammar (ALCOA+, 21 CFR Part 11) applied to AI workflow tooling.
contracts traceability data-integrity audit-trail verifier alcoa pydantic yaml-schema regulated-industry ai-workflow 21-cfr-part-11 pharma-qa
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Updated
May 25, 2026 - Python