George L. Rudolph

The Capability Ladder: A Curriculum-Modernization Framework for Workforce Readiness in the AI Era

It is argued for targeted modernization around durable capabilities rather than wholesale curriculum replacement, and the evidence limits are explicit about evidence limits: labor signals are confounded by non-AI forces, industry reports are directional, and the pilot is exploratory.