How-ToDevelopersAugust 11, 2026

Llama.cpp achieves 11–16x faster LLM inference on macOS VMs

Using GPU passthrough on Apple Silicon, the implementation delivers a 11–16x performance increase for LLM inference compared to standard virtualized environments. The technique leverages direct hardware access to improve throughput on macOS virtual machines.

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