Regulatory Supervision of Frontier AI Developers

63 Pages Posted: 2 Apr 2025 Last revised: 2 Feb 2026

See all articles by Peter Wills

Peter Wills

University of New Brunswick - Fredericton - Faculty of Law

Date Written: February 02, 2026

Abstract

Frontier AI systems should be supervised. They have the potential to cause, directly or indirectly, immense harm. They also may immensely improve human welfare. The regulatory challenge is to prevent the harms while enabling the benefits. Many of the tools in the regulatory toolbox are ill-suited to achieving this Goldilocks ambition. They are either so blunt that they would prevent both the harms and the benefits, or are incapable of stopping the harms. Supervision, however, can.

Supervision emerged from the complex environment of financial regulation, but it has since become a standard way for governments to manage fast-moving and sensitive industries without unnecessarily stymying innovation. It allows government to ratchet up the oversight of risky behavior while permitting benign behavior to proceed freely.

Although supervision can be a highly effective mode of regulation, it should be used only for issues that are pressing, important, and where supervision is necessary. Frontier AI development is a domain that meets that test.


Keywords: artificial intelligence, public administration, supervision, AI Safety, AI policy, risk, innovation

Suggested Citation

Wills, Peter, Regulatory Supervision of Frontier AI Developers (February 02, 2026). Available at SSRN: https://ssrn.com/abstract=5122871 or http://dx.doi.org/10.2139/ssrn.5122871

Peter Wills (Contact Author)

University of New Brunswick - Fredericton - Faculty of Law ( email )

P.O. Box 4400
Fredericton, New Brunswick E3B 5A3
Canada

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