Governing at the Speed of Thought — five principles for AI governance

JAQL Framework

The five principles are: (1) pre-decision policy binding, (2) per-decision explainability, (3) continuous drift monitoring, (4) indemnified audit trails, (5) unbypassable human escalation.

Each translates to a control a regulator can test. JAQL's AI Observability service implements all five.

Published as an SSRN preprint (abstract 6562738).

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Published by Jumpstart AI and Quantum Labs. Co-founders: Dr. Nupur Mukherjee (Chief Science Officer) and Kishan Sathyan (Chief GTM Officer). Research cited as SSRN preprints; JAQL technology is quantum-inspired and runs on classical infrastructure.