Provocation statement: Frank Rijmen

Provocation statement: Frank Rijmen (99 words) **Claim:** AI changes not only what psychometricians need to know but what behavioral skills are required, differently for each archetype. **Example:** The Guardian must reckon with evolving standards and with continuous observation, which challenges existing measurement frameworks; the Catcher, unable to check by hand, must specify edge cases for AI agents to check; the Architect can prototype in days but must ground designs in measurement principles. **Unresolved problem:** Developing behavioral skills may require a different approach than training cognitive skills. What should professional development look like when the goal is new ways of working, not new knowledge?