Artificial intelligence governance has produced an expanding body of frameworks, regulations, and voluntary standards. Yet the harms AI systems cause—environmental, cognitive, criminal, and democratic—continue to grow alongside this governance activity. This paper argues that existing explanations for governance failure, while valid, are incomplete. Structural factors — jurisdictional fragmentation, information asymmetry, regulatory capture, and the speed gap between technological development and legislative response — account for much of the failure. But they do not account for all of it. This paper proposes that the absence of genuine orientation toward collective wellbeing among powerful actors may be one of the most significant and least examined variables in AI governance failure. When action is taken without genuine public interest behind it, even well-designed frameworks become instruments of performance rather than protection. The paper begins from a foundational standard: in a well-governed AI ecosystem, human lives must not be negatively impacted by decisions taken by AI or decisions taken for AI—directly or indirectly. Measured against this standard, no current governance framework is sufficient. The paper develops its argument through four moves: first, documenting how the nature of AI has produced a structural fragmentation of harm across five distinct affected groups—and how this fragmentation, whether or not tactically exploited, creates a positional advantage for companies that governance has not addressed; second, showing how an evidentiary structure systematically places the burden of proof on those least equipped to bear it; third, reviewing existing frameworks and their shared blind spot; and fourth, proposing governance mechanisms designed to make the full picture visible simultaneously and to hold the orientation of powerful actors accountable over time. The paper concludes that mechanisms are necessary but not sufficient. The variable that determines whether a mechanism protects the public or performs protection is the orientation of those implementing it toward genuine collective wellbeing.
Sashikanta Barik (Sat,) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: