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This paper identifies a 'Diagnostic Paradox' in multi-module LLM agents: the module most causally responsible for failures (the routing module) is not the best place to intervene, and patching it can harm performance. The authors propose the 'Linguistic Contract' hypothesis and present empirical evidence across three agent families.