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Human-approved artifact

Show how sources become a structured artifact whose claims are grounded, reviewed, and released only through an authorized decision.

previewreferenceContract >=0.8 <1.0Reviewed 2026-07-20

Problem statement

Model- or worker-generated outputs need to be grounded in verifiable claims and reviewed before they ship, with a durable record of exactly what was produced and approved. This is a platform pattern, not a fixed research product.

When to use

  • Outputs must be reviewed by a human before they are considered final.
  • Every claim in the output must be traceable to its sources.
  • You need the revision that was approved kept as a durable record.

When not to use

  • Low-stakes drafts where no review or provenance is required.
  • Fully automated pipelines with no human approver in the loop.

Flow

Resource inventory

Artifact + revisions
The structured output and its immutable history.
Claims + evidence
Ground each assertion; coverage informs the reviewer.
Decision
The authorized approval that releases the artifact.
Audit projection
Records feedback, revisions, and the final decision.

Failure modes

Evidence threshold not met
Reviewer requests a revision; the author adds evidence.
Reviewer rejects
A rejection with reason is recorded; the artifact does not advance.
Stale revision approved
Version preconditions reject an approval against a superseded revision.

Security controls

  • Only authorized reviewers can resolve the decision.
  • The approved revision is immutable and retained.
  • Every feedback and decision event is auditable.

Deployment checklist

  • Reviewer roles and authority defined.
  • Evidence policy set for the gated claims.
  • Revision retention confirmed.
  • Audit projection monitored.

Related quickstart: Request and resolve a decision →

Bring the objective. Crescevo runs the path to a verified outcome.