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Running a 70B model on Apple Silicon, end to end
A reproducible local inference setup with quantization, KV-cache tuning, and honest token-throughput numbers.
Lab report· May 22, 2026· 12 min read· The HCLab
Local inference has crossed a threshold.
With the right quantization and memory configuration, a 70B-parameter model now runs usefully on a single Apple Silicon machine. This report walks through the full setup — model selection, quantization choices, KV-cache tuning — and reports honest token-throughput numbers rather than cherry-picked peaks.
The goal is reproducibility: every number here should be repeatable on comparable hardware.
#local-ai#apple-silicon#inference
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