"The LLM Fine-Tuning Interview Nobody Prepares You For"

the curriculum structure is technically sound and comprehensive, the terminology is used correctly throughout, and the tiered progression (mental model → mechanisms → systems) reflects a genuinely sensible way to teach this material.

promotional framing like "Complete Masterclass," "Everything you need," and "built entirely from first principles" — standard course-marketing language that inflates scope/completeness claims no single playlist can fully deliver on, plus the generic "your stumbles are exactly the gaps an interview will find" motivational aside.