How do you defend against AI cheating in assessments?

Two-stage detection. Programmatic event signals capture behavioral cues during the session. An agentic layer interprets them after to produce a question-level integrity report with evidence. The report supports reviewer judgment. It never auto-disqualifies. No webcams. No biometric capture. The defensibility is in the audit trail.