
Stale or superseded records are well-formed in the payload and betrayed only by freshness and lineage metadata the never sees. Agents acted on them about 60% of the time with doubt markers at chance — and a 15x more expensive model did no better.
articleValidation Evidence in LLM Repair Agents: How Much of What Passes Actually Tests the Bug?Xiaonan Xu, Wenjing Wu
postFailure analysis: We classified 1,567 failing AA-AnalystAgent attempts across…Artificial Analysis
articleEngineering Reliable Coding Agents: Evaluating and Operating the System Around the ModelStephanie JarmakChecking sign-in…
Loading comments…