Karl A L Smith

human knowledge belongs to the world

operational complexity

Does Organisational Control Really Require More Oversight?

Most organisations respond to complexity in familiar ways. More reporting. More approvals. More controls. More governance. More management visibility. When something goes wrong, the instinct is often to increase oversight. It seems logical: If leaders can see more of what…

AI Governance Is Failing Because It Eliminates Opportunity: Why deterministic controls cannot deliver outcome-optimising decision-making

Why deterministic controls cannot deliver outcome-optimising decision-making Across industries, AI governance has become a priority. Boards are demanding clarity, regulators are tightening expectations, and organisations are racing to demonstrate responsible AI practices. Yet beneath the surface, a structural flaw is…