Meaningful AI-augmented work depends on specific design choices most organizations are making by accident, with compounding consequences.

Reviewing AI outputs builds real pattern recognition, but it may be a different thing than the domain expertise it resembles.

Organizations automating knowledge work are stripping out the friction where judgment forms, and most don't realize it until the expertise is gone.