SiliconBench Evaluates LLM Serving on Apple Silicon
September 11, 2026
SiliconBench benchmarks nine Apple Silicon serving engines across speed, memory, and fidelity using Qwen3 and Gemma 4. Results show vllm-metal can more than double throughput on Qwen3-0.6B at concurrency levels up to 16 compared to baseline performance.
HOW THIS AFFECTS YOU
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builderYou can optimize your local LLM deployment by choosing engines based on memory headroom and fidelity rather than just throughput.