Organizations invest a great deal of time and care in building career architecture, work I’m engaged in right now. Clear job families, defined levels, transparent competencies, and visible pathways provide essential orientation in complex institutions. Increasingly, these frameworks are supported by AI-enhanced talent systems that help surface skills, align competencies, personalize learning, and make career information more accessible and actionable. Career architecture, esp