this post was submitted on 24 Jan 2025
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source: ML guy i know so this could be entirely unsubstantiated but apparently the main environmental burden of LLM infrastructure comes from training new models not serving inference from already deployed models.
That might change now that companies are creating “reasoning” models like DeepSeek R1. They aren’t really all that different architecturally but they produce longer outputs which just requires more compute.