Course philosophy
Pedagogy before platforms.
The course begins with disciplinary values and learning evidence rather than software features. It treats faculty skepticism as a legitimate professional stance and uses structured artifacts to turn that stance into design decisions.
Named frameworks such as AIAS, TILT, Safety Gap, Oracle/Tutor/Adversary, and capability drift help faculty explain their choices to students and colleagues.