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This paper systematically measures behavioral reproducibility of LLM agents in multi-step tool-calling pipelines across 1,140 traces, finding a 'structural consistency, parametric variance' pattern where agents reliably select tools in the same order but vary in arguments, and that structural consistency predicts task success.