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The Sampling Threshold

An inspection game between a solver and a verifier. Drag the operating rate and tune the bond, reward, and bounty to find p*, the minimum sampling rate that makes honest AI inference a dominant strategy — and watch it collapse without a bounty.

calculator SVG SecurityTokenomicsMachine Learning Jun 20, 2026
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The Sampling Threshold — drag the operating-rate line across the chart · tune reward, bond, Byzantine share, and bounty sliders · load spML / opML presets · data as of · Zhang et al., Proof of Sampling (arXiv:2405.00295) ↗ open artifact ↗

View artifact source on GitHub ↗

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