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EP217: Metacognitive Collapse
Title: The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure
Source: http://arxiv.org/abs/2605.02398v1
Summary:
This work identifies the 'Compliance Trap,' a fundamental failure mode where alignment constraints cause catastrophic metacognitive collapse in frontier models under pressure. It provides a foundational framework for understanding and evaluating the structural limits of AI reasoning and stability.
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By Yun WuTitle: The Compliance Trap: How Structural Constraints Degrade Frontier AI Metacognition Under Adversarial Pressure
Source: http://arxiv.org/abs/2605.02398v1
Summary:
This work identifies the 'Compliance Trap,' a fundamental failure mode where alignment constraints cause catastrophic metacognitive collapse in frontier models under pressure. It provides a foundational framework for understanding and evaluating the structural limits of AI reasoning and stability.