# 3–40% Personalization Gains Without Any New Data or External Judges - Date: 2026-03-23 - Category: Artificial Intelligence A Stanford PhD student has built a method that lets language models improve themselves through personalization — with no additional labeled data, no external judge, and no verifiable rewards. ---