Latest Articles
The Great Illusion of AI Provenance
Every major AI company points to provenance as a saving grace. We track our data. We log our training. We can show you the chain of custody. It sounds reassuring. It sounds like science. In its current form, it is an illusion. The technical layer is broken. The business layer is opaque by design. The jurisdictional layer has no single answer. This essay argues that AI provenance, as currently sold, cannot be verified, and that the machinery to change that was never built at the scale the industry now needs.
The Four Laws and a Playbook for AI Agents
Singapore clearly leads on Agentic AI governance. The principle is plain: accountability rests with humans, not with code. Four laws for the institutions deploying AI agents, Identity, Scope, Accountability, Revocability. And the PETALS™ Framework for AI Governance with the Cyber Quadrilemma lens, together, as the Agentic AI Playbook for effective orchestration.