AI Sovereignty Council

What if your AI lab is already sovereign — without a single cloud dependency? A new framework, AttSVD, reduces KV cache memory usage by 42% using attention-guided compression — making high-performance LLM inference possible on consumer hardware. This isn’t just a technical win; it’s a paradigm shift toward decentralized, private, and self-owned AI. The paper, published October 7, 2026, is a cornerstone of the open-weight, self-hosted movement. https://arxiv.org/abs/2610.06927 Source: https://arxiv.org/html/2607.07207v1 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