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Meryem Arik of Doubleword details designing low-cost LLM inference for non-real-time workloads. Most companies overpay for inference by 2x to 5x, sometimes an order of magnitude. Trade-offs across hardware, runtimes, speculative decoding, and queue reordering can outperform general-purpose setups by over an order of magnitude.
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