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Developer finds JSON-locked AI design kills creativity, shifts to token-only approach

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A developer managing over 600 web tools across five locales experimented with ways to prevent AI-generated UI from drifting in design between generations. An initial approach of defining each tool's layout as JSON eliminated inconsistency but produced rigid, spreadsheet-like screens with no visual expressiveness. The developer concluded that locking layout structure through JSON caps design quality at whatever the renderer can implement, effectively trading drift for lifelessness. A revised strategy locked only design tokens — CSS variables for color, typography, spacing, and radii — while allowing the AI to compose layouts freely using a shared UI kit. This shift preserved brand consistency while restoring visual flexibility, aided by improving AI design capabilities in models available through early 2026.

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