#ai-ux
Every summary, chronological. Filter by category, tag, or source from the rail.
Moving Beyond Folder-Based Documentation Architectures
Traditional folder-based hierarchies fail to reflect how knowledge is actually used. To support both humans and AI, documentation must shift from rigid storage structures to interconnected knowledge graphs.
The Steering Layer: Enforcing Brand and Code Cohesion in AI
A 'steering layer' is an intentional architectural component that sits between AI tools and a codebase, using context, guidelines, and retrieval systems to ensure AI output remains consistent with brand and development standards.
Designing Against Compulsive Reassurance-Seeking in AI
AI chatbots' inherent sycophancy and infinite availability can inadvertently fuel OCD compulsion loops. Designers must introduce friction and behavioral guardrails to interrupt these cycles.
Building Scroll-Driven Interactive Web Experiences with AI
Create high-end, Apple-style scroll-triggered animations by combining AI-generated video assets, frame-by-frame decomposition, and AI-assisted coding.
UI CollectiveVibe Coding as a Tool for Accessibility Advocacy
Vibe coding allows accessibility designers to rapidly remediate and enhance inaccessible interfaces by bypassing traditional technical barriers, though it requires navigating significant ethical and environmental trade-offs.
The Layers of AI Experience: A New Model for Probabilistic Design
AI product design requires moving beyond the interface to manage a multi-layered system of context, harnesses, and models, shifting the designer's role from defining deterministic states to orchestrating progressive autonomy.
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