AI Non-Proliferation & Compute Verification Lab

Evaluate verifiable arms-control pacts for frontier AI. Model detection thresholds, clandestine cluster breakouts, hardware telemetry, power surveillance, and treaty stability between rival superpowers.

Verification Telemetry & Detection Horizon

Treaty Viable
Breakout Detection Prob. 91.4% Before completion
Mean Time to Detection 32 Days Run length: 120 Days
False Alarm Hazard 4.2% / yr Risk of false treaty breach
Breakout Compute Gap +0.50 OOM Excess over legal threshold

Clandestine Training Run vs. Surveillance Mesh

DAY 120 / FINISHED
Clandestine Compute Accumulation
Legal Treaty Threshold
Multi-Vector Sensor Cross-Check
First Breach Interception
Surveillance Vector Status Evasion Difficulty Sovereignty Cost Marginal Signal

Strategic Assessment & Policy Viability

Under this configuration, clandestine compute aggregation above 10²⁶ FLOP is caught with high confidence before the training run reaches completion. The combination of hardware-level telemetry and power monitoring forces a defector to disperse training across thousands of micro-datacenters, suffering a 4.8× latency penalty that makes frontier model emergence impractical within treaty response windows.

Why AI Treaties Differ from Nuclear Pacts

Unlike enriched uranium (HEU) or plutonium-239, which emit characteristic gamma/neutron signatures and require gargantuan centrifuge cascades, AI weights are intangible bitstrings that can be duplicated across optical fiber in seconds.

Verification cannot occur at the software layer without violating privacy and commercial IP. Consequently, viable pacts focus exclusively on the physical compute stack: wafer fabs, power substations, and high-bandwidth interconnects (NVLink/optical transceivers).

Key Chokepoints in the Compute Supply Chain

  • Lithography Hardware: Only one firm (ASML) manufactures High-NA Extreme Ultraviolet (EUV) scanners. Every machine contains cryptographically signed mirrors and maintenance logs.
  • Mega-Datacenter Power: A 10²⁷ FLOP cluster requires 80–150 MW of continuous baseload electricity, creating distinct substation heat blooms visible to commercial infrared satellites.
  • High-Bandwidth Memory (HBM): Secret distributed clusters face insurmountable latency bottlenecks unless interconnected with dedicated fiber trunks.

Resolving the Verification Dilemma

The Economist's core dilemma highlights that neither Beijing nor Washington will accept intrusive on-site code inspection. However, zero-knowledge hardware telemetry allows servers to verify compliance mathematically without revealing weights, dataset composition, or proprietary architectures.

Use this simulator to identify the minimum viable verification regime that preserves national sovereignty while making clandestine breakouts mathematically irrational.

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