Deterministic Anomaly Rules
Schema drift, null spikes, field removals, type changes
Q-Learning Decision Policy
Retry, coerce schema, rollback, quarantine, escalate, log
Safety Override
Critical anomaly + passive action → escalate
The Intelligence Layer
AI text/layout recreation from video frame; verify against source image.