AI fundamental

Decision support and legitimacy

The difference between fluent generation and legitimate decision support, including calibrated reliance and substantive oversight.

Explanatory foundation

Guiding question

Can people understand, contest, and exercise their responsibility rather than merely sign off?

Use the answer to interpret evidence and limits rather than to substitute technical vocabulary for observation.

Related units

Where this fundamental is taught

Open the complete Friday guide for the conceptual input, demonstration, experiment, caveat, and transfer activity.

Unit 07

Leadership, Responsibility, and Legitimation in Human-AI Systems

Participants learn that a plausible AI recommendation does not become a legitimate decision merely because a human approves it. They learn to design and test the decision rights, evidence requirements, escalation routes, and opportunities for contestation that make human responsibility substantive rather than symbolic.

Decision support and legitimacyHuman-Context literacy