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The components of agent memory

For Claude to learn from experience, it has to decide what’s worth remembering before it knows what’s next. Here’s how “dreaming” helps it organize memory and correct mistakes.

Entities: Claude

UX Collective

AI Prototyping inside your design system. A hands-on guide for design & product teams.

In-System DesignWhy builders hand you a lookalike, what has to exist before an agent can use your components, and the MCP setup I use.Prototyping in code is what designers do now, at least according to LinkedIn. I tried it, and after two days I wanted to...

Topics: UX ResearchDesign SystemsAccessibilityWeb Interfaces

Entities: Web InterfacesUX ResearchAccessibilityDesign SystemsClaudeClaude CodeClaude Design

UX Collective

What I learned teaching AI prototyping at university

Teaching students how to prototype with AI tools instead of Figma revealed exciting possibilities and uncomfortable trade-offs. It also offered valuable insight into how non-tech people can create apps with generative AI.I teach digital prototyping to...

Topics: UX ResearchDesign SystemsAccessibilityWeb Interfaces

Entities: Web InterfacesUX ResearchAccessibilityDesign SystemsClaudeChatGPTGoogleGoogle StitchTargetGemini

UX Collective

State of a system

Almost eight years ago, I started working on a design system that I got the opportunity to revisit just a few years later. The second round became as big a push with far fewer people. Now, three years after ending the work I’m finally ready to share that...

Topics: UX ResearchDesign Systems

Entities: UX ResearchDesign SystemsClaude