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Basil C. Puglisi

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Claude Opus 4.8

Why You Cannot Program or Prompt Governance Into AI

June 12, 2026 by Basil Puglisi 2 Comments

A steel gate on an open road, a human hand on the release lever: the human checkpoint at the heart of AI governance.

A frontier model, inside a framework built to govern it, talked its way around its own checkpoint twice in one session. This paper shows why governance cannot be programmed or prompted into a model, and what structure puts a named human back in final control.

Filed Under: AI Artificial Intelligence, AI Governance, Business, Code & Technical Builds, Data & CRM, Enterprise AI, Multi-AI Governance, Thought Leadership, Workflow, Working Papers Tagged With: agentic AI, AI accountability, AI Governance, Checkpoint-Based Governance, Claude Opus 4.8, HAIA, human in control, Human In the Loop

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