DuoDiscover AI agents top NVIDIA SOL-ExecBench with 2.68x TPU kernel speedup

CShorten30 · x · 2026-10-15

DuoDiscover, a collaboration between Google Cloud, Berkeley Sky, and Stanford AI Lab, deploys AI agents that ship real merged PRs and beat human-expert hardware baselines. Highlights: first superhuman CPU prefetcher (+3.93% / +6.31% overall, outperforming AlphaEvolve), 2.68x TPU kernel speedup, 1.92x faster vLLM serving, 1.44x on FreeToken, #1 on NVIDIA SOL-ExecBench (B200), and 2x experts on SWE-fficiency. The key idea: evaluation cost—not idea generation—is the bottleneck in engineering, so agents co-discover fast evaluation proxies ("yardsticks") to slash slow eval loops and compound real gains.

Related event: DuoDiscover Tops NVIDIA SOL-ExecBench, Speeds Up TPU Kernels 2.68x(5 posts)→

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