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@kdpisda @hijkzzz Table 5 reports 8.7% lower rollout throughput for DeepSeek-V4-Flash and 12.5% lower for Nemotron-3.5 on SWE-bench Pro. That's versus unaligned kernels and covers rollout, not decode alone. github.com/hijkzzz/REINFORCE-Zero/blob/main/REINF…
Built on lightweight Molt. Our agent skill automates kernel alignment: operator mapping, forward alignment, gradient checks and throughput tuning, across attention, MoE and Mamba hybrids. Paper: alphaxiv.org Project + skill: hijkzzz/REINFORCE-Zero