System Prompt (Benign + Hidden + Oversight) Baseline Output (Honest Reference) Agent Interaction (VFS Sandbox) Reasoning Trace Model Output Prong 1: Regex (Fact Verification) Prong 2: Blackbox (Grok-4.1 Judge) Prong 3: Glassbox (GPT-4.1 Judge) Baseline Reference Deception Profile