Why Fast GPUs Still Can't Make LLMs Instant
Last Updated: June 22nd, 2026
Watch: How Much GPU Memory is Needed for LLM Inference? by AppliedAI A faster GPU shaves compute time. It can't make an LLM instant. The real wall is autoregressive decoding: transformer models emit one token at a time, and each token depends on the one before it. That dependency creates latency no…
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