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AI Governance

Structural analysis of how AI systems are deployed, constrained, monitored, and governed inside real organizations. Focused on incentive design, bounded authority, observability, and long-term institutional coherence — not abstract safety debates.

Incentive Structures

+4

When AI Becomes Institutional Infrastructure

Feb 26, 2026

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11 min read

When AI Becomes Institutional Infrastructure

Why Dependability Is the Missing Layer in the AI Race

Andrew Mulvihill
Andrew Mulvihill

AI Integrity

AI systems require governance layers or they will drift.

© 2026 AI Integrity.
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