Meta AI Research team just introduced 'Hyperagents' that Don’t Just Solve Tasks—They Rewrite the Rules of How They Learn.

By making the self-modification process itself editable (Metacognitive Self-Modification), AI can now optimize the very mechanism it uses for future upgrades. Beyond coding, DGM-Hyperagents (DGM-H) successfully evolved robotics reward designs and paper review pipelines.