Machine Alignment

Agentic Validation APIs

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.

Traceability

Each result references the source text, the tag, and the module that produced it — no orphan scores.

Reproducibility

Runs are recorded with their inputs and parameters, so the same run can be repeated and compared.

Alignment

Machine-attributed structure is checked against the human reference tag before it is published.

Validation modulesMisinformation pilot