Kenji Yamada

The structural corruption of human-in-the-loop: how AI competence undermines its own safety architecture

The Bloom-Delegation Ladder is introduced as a framework for mapping which cognitive capacities have been delegated to AI systems and which remain as the basis for human oversight, and demonstrates that HITL, absent structural intervention, tends to transition from a guarantee of safety to an illusion of safety.