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Will Brown

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RL Environments at ScaleAI Engineer CODE 20252025-11-19
Describes an open stack for scaling RL environments: an environments hub plus the verifiers toolkit and a Prime RL trainer that runs thousands of rollouts on…
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Scaling an Open Environments Ecosystem for Reinforcement LearningAI Infra Summit at PyTorch Conference 20252025-10-21
Describes an open stack centering on verifiers SDK and the Environments Hub plus prime-rl/Primaril trainer, claims multicluster async RL works with up to…
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Training Agentic ReasonersAI Engineer World's Fair 20252025-06-03
Argues that RL at scale reliably improves multi-turn tool-using agents and shows a concrete pipeline: SFT warm-up, then RL with GRPO vs PPO tradeoffs for…
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