The Statistical Reality of LLM Evaluation: What Works, What Doesn't, and When It Matters

Your LLM scored 85% on your test set. How confident are you in that number? What if I told you it might actually be anywhere between 70% and 95%? Most engineering teams ship LLM systems based on evaluation numbers that look precise but hide massive u...