Workshop/01

Makes uncertainty visible. Surfaces gaps. Tags outputs as verified or unverified. Humans remain responsible for judgment.

Without it

Without this: AI outputs reach users with no label, no log, no trail. You find problems when someone complains.

Deployment Signals

• Unverified claims get labeled, not blocked
• Full audit trail of what was said and when
• Set up in hours, no model changes needed