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The author compares various GPUs for LLM inference, critiquing common benchmarks and emphasizing the importance of prefill performance over generation speed, offering recommendations for different budgets and use cases.
The article breaks down memory bandwidth as the critical metric for local AI hardware performance, comparing current GPUs and unified memory systems from NVIDIA, Apple, AMD, Intel, and others across different performance tiers.