Insights
AI & UX Notes
Practical, reflective notes — not news-chasing.
- AI for Learning
- UX for Education
- CMS & Digital Platform
- Project Notes
- AI for Learning01
Responsible AI reminders for student-facing websites
AI features are getting added to student-facing websites faster than most institutions can write policy for them — chat widgets, recommendation panels, auto-summarised content.
- AI for Learning02
How to design an AI learning tools directory for students
The number of AI tools marketed at students grows every month, and most institutions have no structured way to help students tell a genuinely useful one from a gimmick.
- UX for Education03
Why students cannot find information on university websites
University websites are rarely short on content.
- CMS & Digital Platform04
WordPress as a content governance platform for education
WordPress often gets treated as a design tool — pick a theme, add pages, done. In an institutional setting, that's the part that matters least.
- AI for Learning05
How to evaluate AI tools for language learning
Language-learning AI tools are easy to demo well and hard to evaluate properly — a slick chat interface can hide whether it's actually teaching anything durable.
- AI for Learning06
The UX role of AI chatbots in admissions enquiries
Every admissions season, the same questions arrive hundreds of times: application deadlines, document requirements, programme comparisons, fee schedules.