About
The Confidence Honesty skill transforms how Claude presents findings by replacing vague certainty with precise percentage-based confidence levels. It forces the AI to conduct an internal evidence inventory, perform falsifiability checks, and audit assumptions before presenting a 'root cause.' By mandating an explicit explanation for why a conclusion isn't 100% certain, this skill helps developers avoid chasing false leads and ensures that decision-making is based on verified data rather than just high-quality explanations. It effectively bridges the gap between explanation quality and evidence quality.
