NVIDIA Demos Managed RL Training Workflow

NVIDIA Developer · youtube · 2026-07-15

An NVIDIA Developer livestream detailed how to customize open-source models with reinforcement learning using Prime Intellect, eliminating the need to build a custom GPU cluster.

Using Nemotron 3 Nano as an example, the stream demonstrated the complete workflow from cold start to exporting a LoRA adapter: running baseline evaluations, executing RLVR training, and re-evaluating under identical conditions. The content also covered how to interpret reward curves and rollout trajectories to understand model learning, identify reward hacking, and scale this workflow to Nemotron 3 Super/Ultra and more complex software engineering tasks.

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