#Memory Bandwidth

Architectural Guide: How Apple Silicon Unified Memory Enables Large-Scale Local LLM Inference

A comprehensive engineering deep dive into Apple Silicon's Unified Memory Architecture (UMA), analyzing PCIe bus bottlenecks versus 1.2 TB/s shared memory pools, quantization VRAM calculations from 8B to 800B MoE models, and execution optimizations with Apple MLX.