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11–16× Faster LLMs in macOS VMs on Apple Silicon
machine learning Aug 11, 2026 7 min read

11–16× Faster LLMs in macOS VMs on Apple Silicon

macOS VMs on Apple Silicon can run LLM inference far faster when the guest reports conservative Metal capabilities. A process-scoped capability shim steers llama.cpp onto newer Metal kernels, yielding reported 11–16× speedups while keeping the same Virtualization.framework GPU path.

by ahsan
#apple silicon #llama.cpp #macos #metal #virtualization

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