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This paper investigates how structured reasoning interventions affect the strategic economic reasoning of LLMs using Hotelling's linear city model, finding that intervention effectiveness depends on model architecture (GPT-4.1-mini vs. GPT-5-mini) with statistically significant crossover interactions.