PEFT as Infrastructure for Persistent Personalized Models – Beyond Cost Savings2. June 20264. July 2026AI ModelsSmall persistent adapters on shared base models can form a practical infrastructure for millions of personalized AI models when scaling, identity management, and serving requirements are systematically addressed. Share on: