What is the Difference Between Expert and Beginner LLM Usage?

Experts and beginners interact with large language models in fundamentally different ways. The gap isn't just about prompt length — it's about system design, output verification, task decomposition, and knowing the failure modes of LLMs well enough to route around them deliberately and consistently.