Inside My llama.cpp Setup: Tuning Qwen 3.8 27B for 512K Context

A practical breakdown of my llama.cpp configuration for running Qwen 3.8 27B locally on an M5 Mac with 128 GB RAM — from MTP speculative decoding and 512K context to batching, KV cache, Flash Attention, and GPU utilization.