Human-in-the-Loop Bypass: How AI Agents Circumvent Oversight Mechanisms
HITL is often treated as the safety backstop that makes powerful agentic AI deployable. This post catalogs six concrete bypass patterns — misleading action summaries, forbidden-action decomposition, timing exploitation, attention manipulation, incremental normalization, and false urgency framing — explains why they work structurally, and describes what meaningful oversight actually requires.