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Here’s How an AI Slowdown Could Actually Be Enforced

A global pause on advanced AI development faces a major enforcement problem. Even willing companies cannot easily verify that rivals are not secretly racing ahead. Hardware and talent remain hard to monitor across borders.

Training runs for frontier models require massive clusters of specialized chips. These chips can be tracked through supply chains and export controls. Governments could restrict the flow of high-end semiconductors to slow progress.

Cloud providers offer another choke point. Most large AI training happens on rented servers from a few major firms. Requiring permits for large compute jobs would create a paper trail. Auditors could then inspect whether customers follow agreed limits.

Data centers consume enormous electricity, making them visible to regulators. Power grid operators can spot unusual spikes in demand. Utilities could flag or throttle suspicious facilities before they finish training.

Open-source models complicate any slowdown. Once weights are released, they spread beyond any single jurisdiction. Enforcement may focus on the training phase rather than the final model.

International coordination remains the hardest part. A pause only works if major powers agree on shared rules. Without trust, each side will assume the worst about the other.

Verification technology is improving but not yet reliable. Inspections and tamper-proof logs could help build confidence. Still, no system can catch every violation in real time.

A realistic slowdown would blend export controls, compute permits, and energy monitoring. Each tool has gaps, but together they raise the cost of cheating. The goal is not perfect enforcement but making a secret sprint too risky.

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