Atlas · GenAI 2026
AI UX Design
UX design for non-deterministic systems
conceptPeak: 2024UX & DesignAI consensus: 2/3
Prerequisites
- mediumPrompt Engineering
Designing UX for stochastic outputs requires understanding what the LLM can and cannot guarantee — prompt engineering informs UX constraints
Recommended reference
Nielsen Norman Group (2024) 'UX Guidelines for AI-Powered Features' — nngroup.com; practical heuristics for AI UX
Notes from AI deep research
Anthropic Opus
NNG (2024) heurystyki AI UX. Streaming, masking latency, confidence indicators
OpenAI Deep Research
Niepewność, cytowania, tryby ostrożności [OA#85]
Google Deep Think
Empatyczne rozumienie natury GenAI; streaming, halucynacje [G#94]