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SKILL.md

ai-native-ux

Agent skill fromRefoundAI/lenny-skills

Help users interact with probabilistic models by designing interfaces that manage fluidity, intent, and agency while maintaining trust and control.

How to install ai-native-ux

install ai-native-ux
# install the lenny-skills pack with the skills CLI
npx skills add RefoundAI/lenny-skills

# or add only this skill to Claude Code: copy the folder

skills/ai-native-ux/

# into

~/.claude/skills/ai-native-ux/ (all projects)

.claude/skills/ai-native-ux/ (one project)

skills/ai-native-ux/SKILL.md

MITFull file
1# Designing AI-Native User Experiences
2
3Transition from static interfaces to fluid, intent-driven interactions that leverage model intelligence.
4
5Help the user with designing ai-native user experiences using insights from 14 guests and posts across Lenny's Podcast and Newsletter.
6
7## How to Help
8
91. **Map the Agency-Control Balance** - Assist the user in deciding which tasks the AI should automate versus which requires manual human oversight.
102. **Design for Non-Determinism** - Help create UI patterns that account for varying model outputs and provide easy correction mechanisms.
113. **Structure Conversational Grammars** - Guide the user in defining the invisible rules and structured elements that make natural language interfaces predictable.
124. **Iterate on Feedback Loops** - Help implement simple, high-frequency feedback mechanisms to refine model performance based on user interaction.
13
14## Core Principles
15
16### Design for fluid intent
17Aishwarya 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."
18
19Move 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.
20
21### Define clear decision boundaries
22…

Excerpt shown under the repository's MIT license.

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