AI UI articles and design guides

What does an interface look like when a model sits behind it? That's the question these pieces keep circling. We cover generative UI patterns, prompt bars, streaming responses, confidence states, and the messy work of showing users when a machine is guessing. There's a lot of hype here, so we try to separate the patterns that actually help from the ones that just look futuristic in a demo. Aimed at product designers shipping AI features who need real guidance on trust, error handling, and fallback flows rather than another glossy concept video.