Unverified50% confidenceOpinionExact time
The author's conclusion is that when using an LLM to audit code, the tools used to score LLM outputs also need to be audited.
1
Sources
50%
Confidence
Long-term
Relevance
10/11/2026
First Seen
Sources
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Related Claims
Unverifiedopen-code-review resolves the deduplication problem of the rule engine and the LLM repeatedly reporting the same issue through a confidence scoring mechanism.72% similarUnverified在采信LLM裁判评分之前，必须用人工标注对其进行校准71% similarUnverifiedFor complex Skills that require reviewing complete trajectories, LLM as a Judge can be introduced along with a rubric to determine pass or fail.71% similarUnverifiedThe audit process adopted a combination of LLM-assisted candidate discovery, automated testing, and manual verification.70% similarUnverifiedBinding reviews to auditable call logs, adopting benchmark suites, and introducing multi-agent cross-validation are approaches to addressing the challenge of review verifiability.70% similar
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