Scaffolding common components
AI can produce plausible markup and styles rapidly.
Your response: Inspect semantics, responsiveness and duplication before accepting it.
Career-specific AI guide
AI & Frontend 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.
Accessibility and interaction debugging
Tools flag issues; context and assistive-tech behavior still need judgment.
Your response: Use keyboard and screen-reader checks yourself.
Turning messy user needs into a coherent experience
The real problem is often deciding what the interface should do.
Your response: Practice interviewing, prototyping and validating trade-offs.
Independent capability
What should you still be able to do?
- Semantic HTML
- CSS layout and responsive design
- JavaScript and the DOM
- Accessibility
- State and data fetching
Verification drill
In an AI-generated solution, identify one bug, one unproven assumption, one missing edge case and one simpler alternative.
Next choices