Reflection AI runs 1.3B sandboxes in largest RL run, peaking at 883K vCPUs

zacharynado · x · 2026-10-28

Reflection AI shared details of its largest RL run for Beam: roughly 1.3 billion sandboxes spanning RL training, evaluation, and ablations.

With evals and other RL experiments running, the fleet peaked at 883,006 vCPUs (83% of allocatable) across 23 clusters on Google Cloud and AWS.

The team says it will adopt OpenEnv, now part of the Agentic AI Foundation, for future runs, bringing its learnings into the open ecosystem.

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