Accountable in the Hard Cases: Why Contested Environments Are the Real Test of AI Governance
Contested environments expose the gap between AI governance on paper and accountability in practice, where autonomous decisions carry irreversible consequences. Frameworks proven in stable conditions rarely survive contact with contested ground, where responsibility has to be assigned before deployment, not after harm.