Human redline for AI output.

• Anchored corrections

  A finding is a span, a cell, or a region — not a thread under the artifact. Regenerations re-match it.

• Signed decisions

  Accept or reject against criteria. Your pipeline gates on a hash-sealed verdict, not a chat message.

• One endpoint, any producer

  REST, MCP, or a webhook. What produced the artifact is not Vobo’s business.