AI · Document & photo interpretation
Photo context
Describe supported photo content while preserving uncertainty and its source identity.
Workflow
- Request photo contextSelect an authorized photo and a bounded description task.
- Validate source and modelRefuse unavailable, unsupported or unauthorized input.
- Generate bounded contextProposed model work produces a source-linked description and can abstain.
- Return unavailableThe workflow returns an explicit unavailable or refused outcome without inventing content or mutating unrelated records.
- Return photo contextThe proposed result retains model revision, source identity and uncertainty.
Failure boundaries
- No model routeUnavailable: Do not invent description
- Source changedStale: Re-run only with approval
- Unsafe inferenceAbstain: Keep source only
ai.read.context