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Introduces the Contagion Tensor and Coupling Amplification Factor (CAF) as a baseline-referenced, unitless ratio to quantify output-distribution coupling in multi-agent LLM systems, validated with real-API experiments on DeepSeek-Chat and GPT-4o-mini.