Designing for Probabilistic Outputs: UX Patterns When AI Responses Aren’t Deterministic
Traditional UX assumes deterministic software. AI breaks that contract. Here are six design patterns for building interfaces where outputs are probabilistic —…
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Traditional UX assumes deterministic software. AI breaks that contract. Here are six design patterns for building interfaces where outputs are probabilistic —…
Multi-agent AI systems are powerful, but their UX is broken. Here are three design patterns that make complex AI orchestrations feel simple…
Hour by hour: how I go from idea to deployed product in 48 hours using AI-assisted development, Atomic Design architecture, and ruthless…
AI Product Design doesn't exist as a discipline yet — no textbook, no pattern library, no university course. Here's why it's different…
AI outputs are different every time — so how do you test them? Shape tests, semantic evaluation, mock boundaries, visual regression, and…
You can't wait for perfect models. Here's how to design AI products where hallucinations don't destroy trust — using visual differentiation, source…
Most AI products default to chat interfaces because they're easy to build. But for specific products, decision-support UX — where AI surfaces…