Computer Says “No” Isn’t an Explanation: Turning Legal Duties into Runtime Evidence for AI and Agents

If your AI system denies a loan, flags an intake, or blocks an agentic action, could you produce a clear, human-readable explanation that stands up to a regulator, a judge, and the person impacted—without revealing trade secrets—today?