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"Treat rollout as a service"
This is the coolest paper i have seen. And kind of vindication - I have been working on building browser based rollouts for better codegen rewards for many months now (w8-rl).
My thesis was always - that the big untapped piece in RL is
BREAKING: NVIDIA just proved that the AI agent training bottleneck everyone blamed on model capability was actually an infrastructure design error.
Every framework SkyRL, VeRL-Tool, Agent Lightning, rLLM, GEM embeds rollout inside the training loop. I/O-intensive execution








