AINeutralarXiv – CS AI · 9h ago6/10
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Results and Retrospective Analysis of the CODS 2025 AssetOpsBench Challenge
The CODS 2025 AssetOpsBench competition retrospective reveals critical gaps between public and private evaluation metrics in multi-agent orchestration systems. Hidden test sets dramatically altered performance rankings, particularly in execution tasks where correlations turned negative, while successful teams prioritized guardrails over novel architectures.