Goal
Adapt design practice around evaluation and problem selection as generation gets cheaper.
Step-by-step
- Map the current workflow.
- identify where human judgment changes outcomes.
- test a small AI-assisted step.
- inspect its limitations.
Worked scenario
Spend saved drafting time checking whether the proposed problem is real.
Write down the current behavior, the intended change, and the evidence you would need before deciding it worked. Use synthetic or anonymized material for exploration.
Acceptance check
Role changes improve decision quality rather than only artifact volume.
Common failure
A convincing artifact can hide untested assumptions. Keep an explicit list of unknowns and test the highest-consequence transition before expanding the work.
Next step
Apply the guide to one bounded task, review the evidence, and adjust the approach. The linked reference is a separate publication; this guide is Knoveya's independent treatment of the topic.