Thesis: Confidence should not merely describe what an AI system believes. It must actively determine what the system is allowed to do. The Confidence Problem: Why Fluent Models Fail in Production Modern Large Language Models (LLMs) possess an incredible capacity for fluency.
Source: [Dev.to](https://dev.to/ali_kiani_78/when-confidence-lies-engineering-uncertainty-aware-ai-control-loops-for-high-stakes-production-3mon)