Unverified50% confidenceFactExact time
The tasks used by SCEs require less than 5% of the sampling count of the deployment task set, yet predict safety with lower error.
1
Sources
50%
Confidence
Long-term
Relevance
10/23/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedSRE emphasizes using error budgets to quantify reliability goals and keeping the proportion of toil below 50% of engineers' working time.70% similarUnverifiedProcessing large tasks in batches can reduce the probability of triggering usage limits69% similarUnverifiedThose relaxed verification rules that can reduce the number of verification rounds are usually accompanied by a marked drop in task accuracy.69% similarUnverifiedProviding few-shot examples in tool descriptions can significantly reduce the occurrence of value errors.67% similarUnverifiedIn the LinuxArena experiments, the conventional control setup BashArena predicted deployment safety with a root mean square error (RMSE) of 10.1 percentage points (at a 5% audit budget and under five monitor conditions).67% similar
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