Projected Confidence

Separate confidence from verification. Take one external claim, inspect search depth, samples, and exclusions, then decide what the agent is allowed to say.

The Problem

Agents project confidence into places they have not verified. The voice gets smooth before the search gets deep, and the user hears certainty where there is only completion pressure.

The Solution

This workshop teaches the difference between confidence and verification, then tests one real external claim through search depth, sample quality, exclusions, and allowed-language boundaries.

You will: study the concept, bring or inspect one real artifact, run the workshop exercise, and leave with a postmortem-backed guardrail.