Insights

AI & UX Notes

Practical, reflective notes — not news-chasing.

  • AI for Learning
  • UX for Education
  • CMS & Digital Platform
  • Project Notes
  1. 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.

  2. 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.

  3. UX for Education03

    Why students cannot find information on university websites

    University websites are rarely short on content.

  4. 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.

  5. 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.

  6. 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.