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This is more or less a funnel to their Agentic Benchmark Checklist: https://arxiv.org/abs/2507.02825

Finally, a benchmark for benchmarks. And what's great is that they already benchmarked their benchmark benchmark.

(Apologies for the benchmark snark. I'm glad people are doing this research, thanks for sharing it.)