ai-native-ux
Help users interact with probabilistic models by designing interfaces that manage fluidity, intent, and agency while maintaining trust and control.
npx skills add RefoundAI/lenny-skills --skill ai-native-ux --agent claude-code
Same command for any agent — swap --agent for codex, cursor, copilot.
Weekly change comes from our own snapshots, not the repository page — it measures attention, not adoption.
# 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
- How to Help
- Core Principles
- Design for fluid intent
- Define clear decision boundaries
- Build structured grammars for language
- Implement effortless correction
- Optimize for instruction following
- Scale through an agency-control ladder
- Preserve user flow state
- Templates & Frameworks
- Questions to Help Users
- Common Mistakes to Flag
- Deep Dive
- Related Skills
What does the ai-native-ux skill do?
Help users interact with probabilistic models by designing interfaces that manage fluidity, intent, and agency while maintaining trust and control.
How do I install it?
Run `npx skills add RefoundAI/lenny-skills --skill ai-native-ux --agent claude-code` — it drops the skill into your project so the agent can pick it up. Swap the --agent value for codex, cursor or copilot if you use one of those.
Where does this skill come from?
From RefoundAI/lenny-skills, a repository with 1,215 stars. We read it straight from the repository tree rather than a submitted listing, so what you see here is what is actually published.
Is a popular skill a good skill?
Not necessarily. Stars measure attention, not adoption — a repository can trend for a week and be abandoned. That is why we show the weekly change from our own snapshots next to the total, instead of a single flattering number.