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The UKs AI Security Institute study covering seven benchmarks shows that standard evaluations cap compute budgets and thus underestimate agent capabilities. Success rates on software engineering tasks jumped about 25 percent when the token budget increased tenfold, with newer models benefiting most from this change.
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