# A Single Forward Pass Reveals Whether an LLM Actually Knows What It's Saying - slug: a-single-forward-pass-reveals-whether-an-llm-actually-knows-what-its-saying - date: 2026-03-25 - category: Artificial Intelligence When a large language model tells you something with total confidence, you want to know whether that confidence is earned. ---