Goal
Give AI component work the system context it needs before requesting implementation.
Step-by-step
- Supply tokens and existing APIs.
- define states.
- use real content.
- compare implementation with the system.
Worked scenario
Build a select control with loading and no-results examples.
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
Generated components do not silently create incompatible variants.
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.