Summary
Developed user‑trained language models built on individual or proprietary data rather than public internet content. Enabled privacy‑preserving, on‑device AI tailored to a person’s knowledge, voice, or institutional memory. Reduced reliance on large cloud‑based models while improving personalization and contextual accuracy. Supported enterprise and individual deployments through scalable, lightweight architecture.