Why LLMs Hallucinate: A Technical Look at Confident, Incorrect Output

If you've built anything on top of an LLM, you've run into this: the model returns a well-structured, grammatically perfect answer — and it's wrong. Not vague-wrong. Specifically, confidently wrong. A