The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure

Rahul Kumar

As frontier AI models are deployed in high-stakes decision pipelines, their ability to maintain metacognitive stability (knowing what they do not know, detecting errors, seeking cl…