Visual variations and component drafts
AI generates options quickly but does not establish that people can use them.
Your response: Compare options against a real task, semantic markup and responsive constraints.
Career-specific AI guide
AI & UX/UI Engineering
No replacement score. Separate the career’s tasks to see where to direct AI and where to preserve independent reasoning.
Task Automation Exposure
Task, explanation, student response
Lower never means permanently safe; higher never means the career is useless. Task mix and responsibility change.
Research synthesis and accessibility suggestions
AI may miss context, fabricate patterns or treat automated checks as complete accessibility.
Your response: Use anonymized notes only with permission; trace findings to observations and test manually.
Understanding people and negotiating trade-offs
Trust, inclusive judgment and accountability cannot be replaced by a polished generated screen.
Your response: Practice listening, accessible interaction design and explaining why a decision changed.
Independent capability
What should you still be able to do?
- User goals, information hierarchy, typography, spacing and clear language.
- Semantic HTML, CSS layout, basic JavaScript and Git.
- Separate roles: UX/product design emphasizes discovery and decisions; frontend engineering covers broader application behavior; UI engineering bridges interaction and reusable implementation.
- Task flows, low-fidelity prototypes and usability observation.
- Keyboard focus, forms, error recovery and screen-reader semantics.
Verification drill
In an AI-generated solution, identify one bug, one unproven assumption, one missing edge case and one simpler alternative.
Next choices