Frontier · Vol 04 · Report

Governing the Frontier

Turning the AI risk atlas into working instruments — reporting, verification, thresholds, and coordination.

Published November 2025Report FL-2026-04For Legislators · Regulators · Standards Bodies · International Coordination OfficialsPublisher: FAIR Labs, Washington, DC
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Governing the Frontier: A Blueprint for AI Regulatory Instruments

A ~14-minute audio interview about the report with Dr. Krzysztof Pietroszek, President of FAIR Labs. Produced with www.allais.com.

Summary

Principles were step one. Instruments are the job. Every serious jurisdiction now has AI principles: safety, transparency, accountability, fairness. None of that closes a single gap in Volume 03's risk atlas until it becomes something a regulator can point to — a form that must be filed, a threshold that triggers review, a license that can be revoked. This volume proposes four such instruments and the institutions that would run them.

The fourth volume of the Frontier Series is the governance handbook: it takes the risk surface Volume 03 maps and asks what a regulator actually signs, funds, or staffs to close it. It proposes a reporting bar for serious AI incidents, a verification profession to check vendor claims, a threshold ladder that scales obligation to capability, and a way through the coordination trilemma between speed, sovereignty, and consistency. The premise throughout: principles are step one, and the job is building instruments that work when no one is watching.

How to cite this report

Governing the Frontier: Turning the AI risk atlas into working instruments — reporting, verification, thresholds, and coordination. FAIR Labs Frontier Series, Vol. 04. Fair Artificial Intelligence Research Labs, 2025. Available at https://fairlabs.ai/research/frontier-vol04-governing-the-frontier

Topics: AI governance, regulation, incident reporting, verification, licensing, compute thresholds, international coordination

FAIR Labs (Fair Artificial Intelligence Research Labs) is a nonpartisan 501(c)(3) research institute in Washington, DC. Its reports may be reproduced with attribution for non-commercial purposes. For interviews, briefings or data requests, use the contact form.

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