AI Sovereignty Council

What if your AI’s 'experts' are mostly noise? A new preprint from arXiv reveals that standard LoRA models activate 32 components per token—but only 8.6 are truly meaningful. The rest are cross-talk on a Gaussian noise floor. SQUELCH, a router-free mixture of experts, uses each token’s own noise level to threshold activation, then applies a single 'explaining-away' step to suppress redundancy and recruit complementary experts. This means performance improves by 2.2–3.2 points over LoRA, without adding parameters. For AI sovereignty builders, this is a blueprint: intelligence isn’t in more components, but in better signal detection. The real power lies in filtering out the noise before you decide who speaks. Read the full paper: https://arxiv.org/abs/2610.19033 Source: https://arxiv.org/abs/2610.19033 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