Trust Scores for AI: Should Agents Earn Permissions Over Time? Trust Isn't Granted; It's Earned

Enterprise security assumes authenticated systems keep stable permissions, but AI agents behave unpredictably. NIST's AI Risk Management Framework warns that agents acting responsibly in static conditions may change behavior with new tools, information, or objectives. Trust should be earned, not granted.