Traceability
Each result references the source text, the tag, and the module that produced it — no orphan scores.
Machine Alignment
The validation layer is agentic: it runs the checks, keeps the record, and exposes both to anyone who wants to verify the outcome rather than trust it.
Each result references the source text, the tag, and the module that produced it — no orphan scores.
Runs are recorded with their inputs and parameters, so the same run can be repeated and compared.
Machine-attributed structure is checked against the human reference tag before it is published.