
AI design context and UX evidence | Week 43
Compare UX survey evidence with Figma design-system context, code-backed prototype reviews and clearer accordion actions, including study and vendor limits. Compiled for immediate developer deployment.


How to put your design system to work with the Figma agent
Figma outlines how published libraries, written guidelines, complete examples and reusable skills give its agent more useful design-system context. Libraries provide approved components and variables, while guidelines explain recurring decisions that a component inventory alone cannot communicate. Reusable examples must be published as components on an Examples page or use the case-sensitive _example suffix, applied to a component set’s parent rather than one variant. Task-specific references belong in the current prompt instead of automatically becoming permanent library patterns. The article says guidelines work best for new designs and that consistency when editing existing work is still improving, so teams should review the generated result rather than treating supplied context as proof of quality or accessibility.
6 ways teams are experimenting with code layers
Figma’s customer stories show code layers being used to make interaction proposals easier to compare and discuss on the canvas. Dell builds prototypes with the same coded React components used by developers, while Superside specifies numeric motion values and adds scroll, tap and flip behavior in stages. Rocket Money uses exact design-system component names to discuss interaction details before committing to a direction. Checkout.com extracts screens for side-by-side inspection, then sends visual revisions back to the working code layer. These practices offer concrete review techniques, but the article’s customer-reported speed improvements have no independent controlled evaluation, and a functional prototype still needs separate implementation and accessibility checks.
Accordion Icons: Which Work Best?

AI in UX: Work Is Faster, But Practitioners Have Mixed Feelings
How to put your design system to work with the Figma agent
Figma outlines how published libraries, written guidelines, complete examples and reusable skills give its agent more useful design-system context. Libraries provide approved components and variables, while guidelines explain recurring decisions that a component inventory alone cannot communicate. Reusable examples must be published as components on an Examples page or use the case-sensitive _example suffix, applied to a component set’s parent rather than one variant. Task-specific references belong in the current prompt instead of automatically becoming permanent library patterns. The article says guidelines work best for new designs and that consistency when editing existing work is still improving, so teams should review the generated result rather than treating supplied context as proof of quality or accessibility.6 ways teams are experimenting with code layers
Figma’s customer stories show code layers being used to make interaction proposals easier to compare and discuss on the canvas. Dell builds prototypes with the same coded React components used by developers, while Superside specifies numeric motion values and adds scroll, tap and flip behavior in stages. Rocket Money uses exact design-system component names to discuss interaction details before committing to a direction. Checkout.com extracts screens for side-by-side inspection, then sends visual revisions back to the working code layer. These practices offer concrete review techniques, but the article’s customer-reported speed improvements have no independent controlled evaluation, and a functional prototype still needs separate implementation and accessibility checks.Accordion Icons: Which Work Best?
The strongest design question this week is what faster work actually improves. Nielsen Norman Group’s survey separates perceived task speed from sentiment and broader workflow outcomes. Its convenience sample and optional-comment denominators should stay attached to any interpretation.
Figma’s context guidance turns that question into concrete inputs: approved libraries, written rules, reusable examples and repeatable processes. The code-layer stories add staged interaction work and side-by-side review of working alternatives. These are useful practices, while customer speed claims remain different from independently measured quality.
Accordion guidance returns the same discipline to a small component: make expansion and page navigation understandable. Evaluate design-system output through coherent actions and end-to-end results, not generation speed alone. Human review still needs to check the implementation, interaction details and accessibility of the actual result.
- Keep survey methods and response denominators attached to UX productivity claims.
- Publish approved components, explicit guidelines and reusable examples as agent context.
- Review working prototypes and accordion actions before accepting generated interfaces.