Apples® to Apples®: MLX vs llama.cpp for Gemma 4 12B

A matched-quant MLX vs raw llama.cpp benchmark for Gemma 4 12B on one M1 16GB: decode is a tie - both pinned at the memory-bandwidth wall. The cost that differs is startup and CPU energy, not throughput.