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Research14 Oct 2026

Modal trained RL across 6 GPU types — and it stayed stable

Why it matters

Mixed-precision, mixed-accelerator samplers (B200/B300 NVFP4, H100/H200 FP8+BF16, A100/RTX PRO BF16) with off-policy correction kept GRPO stable; SWE-bench Pro V2 on par with homogeneous B200 despite 4.7x larger KL; ~15% lower sampler cost per update.

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