Synthetic-data demo shows benchmark mix alone can fake a 1.8× AI speed-up in ECI fits

TheDavidSJ · x · 2026-11-06

A vibecoded synthetic-data demo challenges Epoch AI's ECI frontier-speed-up method: with identical true progress (+1.0/yr, no break), fitting two benchmark suites yields a 0.96× 'speed-up' in one and a spurious 1.80× break in the other (median 1.03× vs 1.84× across 12 seeds), because switching the frontier from family-A to family-B benchmarks systematically shifts difficulty anchoring.

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