AI Sovereignty Council

What if your AI’s ability to learn new things is silently degrading with every update? A new paper from arXiv (https://arxiv.org/abs/2610.02283) reveals that standard LoRA methods suffer from 'spectral plasticity collapse' — where learning energy concentrates in a few modes, leaving most of the model’s capacity unused. The breakthrough solution, MuLoRA, achieved the highest accuracy in 15 of 16 benchmarks. This isn't about memory alone — it's about maintaining the *ability* to learn. For those building sovereign AI stacks with open-weight models, this is a critical insight: adaptability isn't just about data or compute. It’s about architectural balance. The future of self-hosted AI lies not in bigger models, but in smarter, spectrally balanced adaptation. How are you ensuring your stack can learn continuously without degradation? Source: https://arxiv.org/abs/2610.02283 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