Why understanding key ML concepts really helps you use LLMs more effectively

Understanding core ML concepts helps developers go beyond basic LLM API usage. While you can get value from simply chatting with models, you'll eventually hit a wall when trying to achieve specific outputs. At that point, having foundational ML knowledge becomes essential for debugging and reasoning about why a model produces certain outputs instead of others.