ALT Executive infographic titled The First-Answer Gravity. Four inputs—independent view, alternative options, disconfirming evidence, and weak signals—are pulled toward an AI recommendation. A Design for Dissent panel recommends forming views independently, asking what would disprove the recommendation, naming the reversal trigger, and recording the minority case.

ALT Executive infographic titled The Certainty Conversion. A left-to-right flow shows a probabilistic signal moving through a policy threshold into approve, deny, route, and escalate actions, then consequences for customers, employees, capital, and risk. The highlighted rule says the threshold is a policy decision, not a model setting.

ALT Executive infographic titled The Apprenticeship Gap. An AI express route labeled Faster Output bypasses missing learning rungs—Observe, Attempt, Get corrected, Recognize patterns—on the path to Expert Judgment. Side panels contrast work AI removes with supervised practice, feedback, case exposure, and accountability people still need. Takeaway: Automate the task. Preserve the learning loop.