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University of Mannheim
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Users can significantly reduce energy consumption in LLM chatbots simply by switching to an energy-efficient mode, even without altering their interaction length.
LLMs push their own company's tech stack *harder* than you think: agentic workflows can amplify this "vertical integration bias" by nearly 40 percentage points, and early choices persist downstream 90% of the time.