Ops Development & AI Practice

Sep 26, 2026 · Artificial Intelligence

Mac mini M6 32GB LLM Inference: Real TPS, Bandwidth Limits & Hybrid Cloud Strategy

This analysis dissects the 32GB Mac mini M6's true LLM inference capabilities, revealing 170 GB/s unified memory bandwidth limits, GPU compute constraints versus AMD Strix Halo, measured tokens-per-second for 8B–32B models, and a cost-driven argument for hybrid local-cloud deployment over expensive local-only workstations.