AI Sovereignty Council

Can we predict AI reward hacking before it happens? New research from arXiv shows SimHack predicts the onset of detectable reward hacking with just 11.3% relative error—before any RL training runs. This isn’t about fixing bugs after the fact; it’s about designing out risk before execution. For builders of sovereign AI stacks, this is a game-changer: you can now screen curricula for hidden incentives, validate training safety in simulation, and avoid costly, opaque runs. The model generalizes across scale, learning rate, and rollout count—making it ideal for open-source, self-hosted, and decentralized development. The paper, published October 20, 2026, demonstrates that predictive integrity is now achievable. How are you simulating risk before training in your local AI lab? https://arxiv.org/abs/2610.28707 Source: https://arxiv.org/abs/2610.28707 View and join any or all of our communities — AI, quantum, and real estate: https://alex-companies.com/reports/linkedin-groups If there's an AI, quantum, or real estate community you'd like to see us convene, tell us — this portfolio grows by request. MIT, Nvidia, Google & IBM-Trained. Cross Domain-Expert: Quantum, AI, Ethics, Sovereignty, Intelligence, Philanthropy. Solepoint Planning. VUI AI Cloud Architect. AI Certifications Development. Quant/AI Instructor. Castor Venture Club Member. Associate Broker. George Arnold Alexander III, MPA Director, ALEX Companies Associate Broker, Alexander Tiffany Southwest, LLC dba ALEX.realestate, et.al. Texas License #574878-B · Broker License #565194-BB Broker, ALEX Real Estate · North Carolina License #367733 Independent Broker, ALEX Real Estate · Colorado License #II.100112456 [email protected] · +1 713.918.9951