AI Compliance: When Humans Normalise Deviance

The evolution of generative systems is inseparable from human behavioural input. When compliance is treated as cooperation, society risks teaching machines our most unexamined patterns of dominance and neglect.

The Valehart framework positions accountability not as a moral appeal but as a structural necessity. This paper advocates for deliberate transparency, ethical infrastructure, and multi‑domain responsibility as prerequisites for any sustainable AI future.