The future belongs to people who know when AI is wrong, as human judgment, critical thinking, and discernment become the most valuable skills in the AI era. For much of the AI era, the conversation centered on learning how to use the technology, with organizations investing heavily in AI literacy, prompt engineering, workflow automation, and new productivity tools, assuming those who learn to use AI fastest would hold the greatest competitive advantage. That view is becoming incomplete because AI systems are becoming more persuasive, with polished responses and coherent arguments that often appear authoritative even when inaccurate, incomplete, or lacking context. This idea emerged during a recent Insight Jam discussion examining how the skills landscape is changing as AI becomes embedded across education and the workforce. The panel suggested the defining capability of the next decade may be human judgment. Much of today’s AI training still emphasizes mechanics, but the more difficult skill is evaluating what AI produces, requiring domain expertise, critical thinking, and the willingness to challenge convincing answers. Several panelists argued that discernment may become just as important as technical proficiency. One panelist described critical thinking, communication, collaboration, ethical reasoning, creativity, metacognition, and judgment as durable skills that remain valuable because AI handles an expanding share of execution-based work.