As AI transforms access to knowledge, traditional measures of recall are becoming weaker signals of competence. Rebuilding trust in credentialing requires stronger evidence of reasoning, judgment, and real-world capability.
As complexity increases, knowing facts is not enough. Cross-disciplinary knowledge helps people connect ideas, transfer learning across contexts, and apply understanding to unfamiliar problems.
