The benchmark industry just admitted single-shot inference is dead. mlperf v6.1, published…
the benchmark industry just admitted single-shot inference is dead. mlperf v6.1, published september 16, added its first agentic workloads with a 1,007-turn test suite, and lambda's kimi k2.6 submission became the first trillion-parameter model ever benchmarked. the old tokens-per-second numbers say almost nothing about what agents cost.
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The air is now being asked to keep its own ledger
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