"Just add more RL envs": the one-line mantra of the RL scaling era

burny_tech · x · 2026-10-17

A one-line take capturing the current industry mood: "Just add more RL envs." Much like "add more data/compute" defined the pretraining era, the emerging consensus for improving model capability now centers on scaling up the number of reinforcement learning environments.

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