highlights: • Training on diverse synthetic games improves science reasoning, code generation, & procedural reasoning while competition math is preserved • No science questions, real code, or benchmark-style problems appear in the generated games; the gains come from the diversity & adaptivity of the self-generated curriculum (!) • Continuous self-improvement needs an ever-expanding pool of self-generated, diverse, adaptive goals • The model writes its own training environments, then learns…