the 'claude creep' framing is real but there's a flip side worth naming. the synchronous pair programming case - AI as a faster version of you - is what most productivity debates focus on. the more interesting shift is genuinely async delegation: you define the task, set acceptance criteria, kick it off, come back to results. that's a different relationship to the tool entirely, and it forces you to get better at specifying what 'done' looks like upfront.that's actually a good forcing function. most productivity loss from AI-assisted work comes from underspecifying the task, not from the AI being bad.