NVIDIA's research team has developed ProRL AGENT, a flexible framework built for training multi-turn language model agents through reinforcement learning. Embracing a 'Rollout-as-a-Service' approach, the system separates agent interaction management from the learning cycle. This structural change resolves fundamental resource clashes between input/output-heavy environmental engagements and computation-heavy policy adjustments that typically hinder agent advancement.
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