Unverified50% confidenceBenchmarkExact time
In 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).
1
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50%
Confidence
Long-term
Relevance
10/23/2026
First Seen
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Related Claims
UnverifiedThe tasks used by SCEs require less than 5% of the sampling count of the deployment task set, yet predict safety with lower error.67% similarUnverifiedIn the deterministic state-contract graph architecture (typed pre/post-condition FSM), the spec drift failure rate is 1.8%, the silent tool error propagation rate is 0.4% (aborted at the boundary), the premature termination rate is 0.9%, and the end-to-end verified success rate is 96.9%.63% similarUnverifiedTraditional secondary LLM review has a failure rate of over 80% in blocking attacks such as Base64 obfuscation, path traversal, and indirect prompt injection, while introducing more than 300ms of additional latency (as disclosed by the project team).63% similarUnverifiedDecision Models can be used for tool-call auditing, giving a harm probability of 0.996 for an rm -rf directory deletion command in 138 milliseconds, serving as a safety gate before an agent executes a tool.63% similarUnverifiedSRE emphasizes using error budgets to quantify reliability goals and keeping the proportion of toil below 50% of engineers' working time.62% similar
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