Amplitude product designer Lola Oyelaran shipped her first pull request months after joining the company with zero engineering background. Today she owns her team's frontend for Agent Analytics, Amplitude's new observability and evals platform. That trajectory is the subject of this piece, and the specific mechanics of how she got there are worth reading in full.
The method has three documented phases. First: closing Figma entirely for a week, not as a stunt but because a 0-to-1 team shipping features multiple times daily made pixel-perfect prototypes structurally impossible. Second: replacing Figma with Claude-generated HTML click-through prototypes, iterated same-day, kept deliberately lo-fi and decoupled from the real design system because, as she found, getting 90 percent of a wireframe right is exponentially faster than chasing the last 10. Third: confronting the 'source of truth' problem, the point where vibecoded artifacts accumulate and no single canonical design document exists. The article details how she solved that last problem, which is where most designers attempting this workflow will stall.
The piece is not a manifesto. It is a step-by-step account with a glossary for designers unfamiliar with engineering terminology, specific tool callouts including Claude Design and the AI Design Field Guide, and honest admissions about what did not work. The open question it leaves, how to maintain design craft and system coherence when your primary tool is a language model, is exactly the one the industry has not answered yet.
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