LCM-Lookahead for Encoder-based Text-to-Image Personalization is a personalized text-to-image model using LCM-Lookahead technology. It achieves better identity fidelity by propagating image-space loss during model training and classifier guidance, while retaining layout diversity and prompt alignment.