ai-ux-enhancements
SKILL: Automated UX Review Rules – AI-Optimized Subset (2026)
Skill Name: AI-Automated UX Heuristic Checks – non-duplicative Complement
Version: 1.0
Date Created: February 25, 2026
Purpose: Provide a concise, highly automatable set of UX design rules that complement (without duplicating) Nielsen's 10 Usability Heuristics and the Laws of UX (lawsofux.com). Optimized for AI-driven / programmatic design reviews, linting tools, accessibility scanners, computer-vision UI analyzers, and automated prototyping checks.
Background & Scope
This skill is used after / in parallel with checks based on:
- Nielsen's 10 Usability Heuristics
- Laws of UX psychological & perceptual principles (Aesthetic-Usability, Fitts’s, Hick’s, Jakob’s, Gestalt, Cognitive Load, etc.)
The 12 rules below target gaps — especially in:
- Expert/power-user efficiency
- User empowerment & locus of control
- Cognitive engineering for data-heavy/complex interfaces
- Self-explanation & fast learnability
- Personalization, inclusivity & cultural accommodation
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