The benchmark result that made me raise an eyebrow
A model jumping from 30% to 100% on the same benchmark is the kind of result that should make you stop and check the plumbing before you start applauding. My first reaction wasn’t “wow, the agent solved reasoning”; it was “what exactly did Nvidia’s AVO add here, and how much of this is benchmark theater?” That doesn’t make the result meaningless. It makes it interesting in a slightly uncomfortable way. If a wrapper system can take Claude Opus 5 from mediocre performance to perfect score on ARC-A
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