Agent skill · design visual · refoundai
ai-native-ux
Help users interact with probabilistic models by designing interfaces that manage fluidity, intent, and agency while maintaining trust and control.
Why this skill is useful
Provides specific design principles and frameworks for creating AI-native user experiences that the AI wouldn't reliably generate on its own.
What it needs
About 5k tokens when loaded. Last updated 2026-07-16. 1,223 stars on the source repository.
What this skill does
Designing AI-Native User Experiences Transition from static interfaces to fluid, intent-driven interactions that leverage model intelligence. Help the user with designing ai-native user experiences using insights from 14 guests and posts across Lenny's Podcast and Newsletter. How to Help 1. Map the Agency-Control Balance - Assist the user in deciding which tasks the AI should automate versus which requires manual human oversight. 2. Design for Non-Determinism - Help create UI patterns that account for varying model outputs and provide easy correction mechanisms. 3. Structure Conversational Grammars - Guide the user in defining the invisible rules and structured elements that make natural language interfaces predictable. 4. Iterate on Feedback Loops - Help implement simple, high-frequency feedback mechanisms to refine model performance based on user interaction. Core Principles Design for fluid intent Aishwarya Naresh Reganti + Kiriti Badam: "Most people tend to ignore the non-determinism. You don't know how the user might behave with your product, and you also don't know how the LLM might respond to that. The second difference is the agency control trade-off." Move away from fixed buttons and forms toward interfaces where user intentions are expressed through natural language. This requires managing the trade-off between the flexibility of language and the precision of traditional UI. Define clear decision boundaries Adriel Frederick: "And I was like yeah, the reason that falls down is the algorithms don't understand long term effects often, nor do they understand how people might respond to it, nor do they understand your intent for the product, and I think it's really important for product managers to play that role. That is our job. …
How to use it
Reference it in AdaL, Claude Code, Cursor or any coding agent — nothing to install:
@skills refoundai/ai-native-ux