Researchers explore a novel approach to code self-distillation, using a deterministic, judge-free filter to optimize verification and increase the clean-launch rate of generated projects. The study shows significant improvements in out-of-family generalization and coverage, with the gate's precision being the key factor in determining the loop's effectiveness.