03 · How AI supported the work
AI sped up the loop. I still made the product calls.
I used AI to inspect existing code, compare options, write tests, and debug failures. Customer needs, product boundaries, and release decisions stayed with me.
01Understand the problem
Define what should get better for the customer, what must not break, and what evidence will show the change worked.
02Inspect the real product
Use the current code, stage files, settings, and browser behavior instead of guessing from a description.
03Build one small change
Use AI for speed while keeping the work small enough to review, test, and reverse if needed.
04Check the result
Save tests, screenshots, comparisons, and notes so the next change starts from what is already known.
How it was builtPractisim is a 3D planning product, not an AI feature. AI describes how I built it.