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QuoteBench: Coding Agent Success Rates Fall 55–73pp When Output Passes Through a Serializer

Summary

Current coding-agent benchmarks reporting matched execution scores cannot distinguish model failures from interface-layer failures—meaning practitioners are likely systematically overestimating agent capability whenever a serializer, wrapper, or shell reparser sits between the model and the terminal.

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