How Consistent Are LLM Agents? Measuring Behavioral Reproducibility in Multi-Step Tool-Calling Pipelines

In three linesEmpirical study of behavioral reproducibility in LLM agents with tool-calling capabilities. Researchers measure whether agents select the same tools, in the same order, with identical parameters, across repeated identical invocations. Focus on structured tool-calling interfaces with typed parameters and consequential side effects.

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