r/singularity12h agoenergy 87
AA-AgentPerf: Vera Rubin leads on inference energy efficiency

image: r/singularity
Artificial Analysis's AA-AgentPerf benchmarks inference hardware by replaying real coding-agent trajectories, which include long contexts, tool-call pauses and heavy KV-cache reuse. It plots total server throughput per megawatt of GPU-only power against p25 per-request output speed. Across all four tested models (DeepSeek V4.1 Flash, DeepSeek V4 Pro 0813, Kimi K3 and GLM-5.2/5.3), NVIDIA's Vera Rubin sits on top of the frontier at nearly every speed.
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