







A free library of interface patterns and principles. Name the mechanism, prompt it to your AI, and invent new interfaces.
Johannes Mutter on Twitter / X
For 15+ years I’ve collected the interfaces that made me stop and ask “wait, how does this work?” Interface Lineage is now open https://t.co/BbdNE8x9AdLearn the patterns and principles that turn “make no mistakes” into clear instructions for AI. 500+ interfaces, free to read. pic.twitter.com/G2rX2KFB22— Johannes Mutter (@JohannesMutter) October 28, 2026
Beautiful UI — Crafted primitives for AI-native interfaces
A small library of extremely crafted, copy-paste components for chat agents, thinking states, human-in-the-loop approvals, and everything agents need to talk to humans beautifully.
A Pattern Language for Interfaces | Notion
System → Programs → Apps

Interface Experimentation | Projects
This page indexes the files currently present in interface-experiments.

Awesome Generative UI - AI-Powered User Interface Generation Resources
Discover the best Generative UI resources: research papers, real-world cases, video tutorials, and open-source projects about AI-driven dynamic interface generation. Explore how LLMs like Gemini, Claude, and GPT are revolutionizing UI/UX design.
OSINT Navigator
Find the right OSINT tool for your investigation. AI-powered recommendations from 9 curated toolkits.

Create | Diffuse
You can generate interfaces or features easily using AI. Diffuse provides a skill to use with LLMs. Claude usage example:
Let’s invent new interfaces, not new products
Posted on Thursday 25 Feb 2021. 507 words, 2 links. By Matt Webb.

Why Do We Interface?
In this micro book we look at the past, present, and future of interfaces and how they allow us to utilize information in ways that change what it means to be human.

Interfaces › Cheat Sheet
A list of tips, improvements and best practices that quickly make your interfaces better.

Steven Vandevelde (@tokono.ma)
So cool that I can just generate this interface without interfering with the rest of the software.
How to use AI to do practical stuff: A new guide
People often ask me how to use AI. Here's an overview with lots of links.

bytedance/UI-TARS-desktop
The Open-Source Multimodal AI Agent Stack: Connecting Cutting-Edge AI Models and Agent Infra
Introducing Open Intelligent UI | The Open-Source Alternative to ChatGPT's Intelligent UI
Stanford Seminar - Generative, Malleable, and Personal User Interfaces