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    Home » Don’t Regulate AI Models. Regulate AI Use
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    Don’t Regulate AI Models. Regulate AI Use

    FreshUsNewsBy FreshUsNewsFebruary 2, 2026No Comments5 Mins Read
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    Hazardous dual-use capabilities (e.g., instruments to manufacture biometric voiceprints to defeat authentication).
    Regulatory adherence: confine to licensed services and verified operators; prohibit capabilities whose major function is illegal.

    Shut the loop at real-world chokepoints

    AI-enabled techniques turn out to be actual after they’re linked to customers, cash, infrastructure, and establishments and that’s the place regulators ought to focus enforcement: on the factors of distribution (app shops and enterprise marketplaces), functionality entry (cloud and AI platforms), monetization (payment systems and advert networks), and danger switch (insurers and contract counterparties).

    For top-risk makes use of, we have to require id binding for operators, functionality gating aligned to the danger tier, and tamper-evident logging for audits and post-incident assessment, paired with privateness protections. We have to demand proof for deployer claims, preserve incident-response plans, report materials faults, and supply human fallback. When AI use results in harm, companies ought to have to point out their work and face liability for harms.

    This method creates market dynamics that speed up compliance. If essential enterprise operations similar to procurement, entry to cloud companies, and insurance coverage rely upon proving that you’re following the foundations, AI mannequin builders will construct to specs consumers can test. That raises the protection ground for all business gamers, startups included, with out handing a bonus to a couple giant, licensed incumbents.

    The EU method: How this aligns, the place it differs

    This framework aligns with the EU AI Act in two essential methods. First, it facilities danger on the level of affect: the Act’s “high-risk” classes embody employment, training, entry to important companies, and significant infrastructure, with lifecycle obligations and criticism rights. It additionally acknowledges particular therapy for broadly succesful techniques (GPAI) with out pretending publication management is a security technique. My proposal for the U.S. differs in three key methods:

    First, the U.S. should design for constitutional sturdiness. Courts have handled supply code as protected speech, and a regime that requires permission to publish weights or practice a category of fashions begins to resemble prior restraint. A use-based regime of guidelines governing what AI operators can do in delicate settings, and underneath what situations, suits extra naturally throughout the U.S. First Modification doctrine than speaker-based licensing schemes.

    Second, the EU can depend on platforms adapting to the precautionary guidelines it writes for its unified single market. The U.S. ought to settle for that fashions will exist globally, each open and closed, and give attention to the place AI turns into actionable: app shops, enterprise platforms, cloud suppliers, enterprise id layers, cost rails, insurers, and controlled sector gatekeepers (hospitals, utilities, banks). These are enforceable factors the place id, logging, functionality gating, and post-incident accountability might be required with out pretending we will “include” software program. Additionally they span the various specialised U.S. companies which can not be capable to write higher-level guidelines broad sufficient to have an effect on the entire AI ecosystem. As a substitute, the U.S. ought to regulate AI service chokepoints extra explicitly than Europe does, to accommodate the totally different form of its authorities and public administration.

    Third, the U.S. ought to add an express “dual-use hazard” tier. The EU AI Act is primarily a fundamental-rights and product-safety regime. The U.S. additionally has a national-security actuality: sure capabilities are harmful as a result of they scale hurt (biosecurity, cyber offense, mass fraud). A coherent U.S. framework ought to title that class and regulate it straight, fairly than making an attempt to suit it into generic “frontier mannequin” licensing.

    China’s method: What to reuse, what to keep away from

    China has constructed a layered regime for public-facing AI. The “deep synthesis” guidelines (efficient January 10, 2023) require conspicuous labeling of artificial media and place duties on suppliers and platforms. The Interim Measures for Generative AI (efficient August 15, 2023) add registration and governance obligations for companies provided to the general public. Enforcement leverages platform management and algorithm submitting techniques.

    The USA mustn’t copy China’s state-directed management of AI viewpoints or info administration; it’s incompatible with U.S. values and wouldn’t survive U.S. constitutional scrutiny. The licensing of mannequin publication is brittle in follow and, in the US, possible an unconstitutional type of censorship.

    However we will borrow two sensible concepts from China. First, we must always guarantee reliable provenance and traceability for artificial media. This includes necessary labeling and provenance forensic instruments. They provide reputable creators and platforms a dependable technique to show origin and integrity. When it’s fast to test authenticity at scale, attackers lose the benefit of low-cost copies or deepfakes and defenders regain time to detect, triage, and reply. Second, we must always require operators to file their strategies and danger controlswith regulators for public-facing, high-risk companies, like we do for different safety-critical tasks. This could embody due-process and transparency safeguards acceptable to liberal democracies together with clear accountability for security measures, information safety, and incident dealing with, particularly for techniques designed to govern feelings or construct dependency, which already embody gaming, role-playing, and related functions.

    A practical method

    We can not meaningfully regulate the event of AI in a world the place artifacts copy in close to real-time and analysis flows fluidly throughout borders. However we will hold unvetted techniques out of hospitals, cost techniques, and significant infrastructure by regulating makes use of, not fashions; imposing at chokepoints; and making use of obligations that scale with danger.

    Executed proper, this method harmonizes with the EU’s outcome-oriented framework, channels U.S. federal and state innovation right into a coherent baseline, and reuses China’s helpful distribution-level controls whereas rejecting speech-restrictive licensing. We will write guidelines that defend individuals and which nonetheless promote robust AI innovation.



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