Machine Heart

Oct 19, 2026 · Artificial Intelligence

From One-Model-Fits-All to Personalized AI: How Tongyan Lingzhi Moves Personalization into Model Parameters

Tongyan Lingzhi builds a continuous self-improving personal AI system using a shared base model plus lightweight Personal LoRA parameters, driven by a Recursive Self-Improvement (RSI) loop that learns from real user interactions, supported by training-inference parallelism (TIP) and Paged LoRA for efficient scaling.