I've used AI through APIs for years — POST a prompt, get tokens back, ship the

feature. I have never once deployed a model myself. No PyTorch, no GPU memory

math, no idea what actually happens between my HTTP request and the text that

comes back. This series is me closing that gap on purpose, one week at a time,

on an NVIDIA DGX Spark sitting on my desk.