Training with ai-toolkit on Windows + RTX 5090 hit three walls before it even started: Python 3.13 dependency hell, a HuggingFace download frozen at 0 bytes, and ssh killing the process. Each one's error pointed the wrong way — diagnosis and fix for all three.