By leveraging the learning sciences and the emerging capabilities of general-purpose AI, we can move from reactive categorization to proactive, precision support. We can finally realize Dr. Edmund W. Gordon’s vision of ‘Assessment in the Service of Learning,’ where measurement is used ‘not only to identify what is, but to imagine and cultivate what might become‘.