AI changes the apprenticeship.

• AI is a good sparring partner for learning. The old route to expertise involved a lot of junior work, partly because that was how you got enough repetitions.
• The bigger change is that it meets you where you're at. A course has one syllabus for everyone. With AI the syllabus can change as you learn.
• Skip what you know, stay on what you don't, go sideways into something useful. Challenge an argument, find the hole in a design, or explain it another way.
• There is a deskilling version, where you hand over the thinking. There is also an apprenticeship with an effectively infinite, student-specific syllabus.
• The learning hasn't gone away. It's moved.

• #ai
• #apprenticeship
• #education
• #learning