Ask AI for Confidence & Uncertainty Ratings (AI Skill)

Overview

Standard LLMs produce responses with an unwavering, authoritative tone regardless of whether they are stating a verified mathematical axiom or guessing an obscure regulatory nuance.

This skill provides an Epistemic Calibration Framework that instructs AI models to evaluate their own certainty, explicitly flag assumptions, and provide numeric confidence ratings for each component of an analysis.

The Confidence Calibration Matrix