Everyone’s had that moment. You spin up a Windows Server 2019 instance, install Python, load up a Hugging Face model, and then wonder why half your resources vanish into the ether. The setup feels straightforward until you mix GPU drivers, permission quirks, and API tokens meant for cloud-first Linux