Notes from Lisovate.

Product decisions, engineering details, experiments, and lessons from building Acuvis, BugBash, and the rest of the studio.

Design models look closer when you remove the harness.

Fourteen model configurations built the same product pages from the same thin prompt. The clearest difference was not the winner, but how much agent scaffolding matters.

AI designCoding agents252 outputs