AI Sovereignty Council

What if the future of sovereign AI isn’t about bigger models—but smarter learning? A new paper from arXiv reveals a brain-inspired architecture that improves continual learning by over 50 percentage points without data replay. This isn’t just a performance boost—it’s a paradigm shift for teams building self-hosted, open-weight AI stacks. The model uses hierarchical modularity, mimicking Drosophila’s neural organization, to route experience across specialized modules and integrate knowledge across time and space. For developers running local LLMs or private RAG systems, this means learning without forgetting, without cloud dependency, and without compromising privacy. The implications for on-prem inference and autonomous AI agents are profound. The full study: https://arxiv.org/abs/2609.25146 Source: https://arxiv.org/abs/2609.25146 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