First AI to Beat Every Human in a Programming Competition - Agentic GRPO Explained

Article automatically generated from technical news.

* Traditional RL for LLMs treats one answer as one trajectory: * prompt > reasoning > final answer > reward * Agentic systems are different: * they call tools * generate hypotheses * run tests * debug code * summarize context * revise plans * loop many times before s