HUGE if you care about agentic RL most agent RL setups collapse under long rollouts either you spam tools endlessly or CoT devolves into junk in this paper, they fix it: > memory overflow detection > single-turn rollout format > length-normalized REINFORCE RECOMMENDED READ

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