What will AGI do for Administrative?

The primary signal is the knowledge area name "Administrative" and its description, which specifies tasks like word processing, file management, transcription, and form design. These activities represent pure information processing and desk-bound office coordination rather than hands-on physical labor. Because this knowledge directly enables remotely-doable, software-addressable clerical work, it strongly maps to a digital scalar.