The AI feedback loop: When design systems train the models that critique them
AI is learning from our design systems, and quietly reshaping them in return. Here’s what that feedback loop means for consistency, drift, and control
AI is learning from our design systems, and quietly reshaping them in return. Here’s what that feedback loop means for consistency, drift, and control
How AI is shifting design systems from one-way handoffs to continuous, two-way sync – and what that means for how we build products
What CEOs, research, and your own workflow are already telling you about design’s AI future
How AI tools surface every shortcut and inconsistency
How to structure components for machine readability, semantic clarity, and long-term resilience