Explore the structural tension between voluntary corporate AI pledges and binding enforcement teeth. Test how independent third-party audits, statutory penalties, and whistleblower safeguards affect societal risk containment against compounding model compute scaling.
Frontier AI compute compounds rapidly over a thirty-six month timeline, threatening to surge past critical societal risk boundaries. Voluntary pledges produce an enforcement teeth score of thirty-eight, causing the containment ceiling to be breached within eleven months. Raising statutory penalties and independent red-teaming audits directly increases the weighted formula components, expanding total enforcement teeth. The boosted deterrence drives the containment ceiling high above capability growth, securing verified pacing across all operational horizons.