IDK, 8B-class quantized models run pretty fast on commodity laptops, with CPU-only inference. Thanks to the people who figured out quantization and reimplemented everything in C++, instead of academic-grade Python.

A solid chunk of python is just wrappers around C/C++, most tensor frameworks included.

I know, and yet early model implementations were quite unoptimized compared to the modern ones.