Mass-produce web tools with an AI agent and you will hit this wall: the design drifts on every generation. Same instructions, subtly different colors, spacing, and component shapes each time. Running 600+ tools in five locales, I went through three distinct eras of trying to lock the design down.
Source: [Dev.to](https://dev.to/mxhlix/i-locked-my-ais-design-output-with-json-it-worked-perfectly-and-everything-looked-like-a-14kd)