Prototype

AI for Tutoring & Education

Lesson planning, marking support, and source-backed tutor assistants.

Applied AIHuman–AI Interaction

Tutoring is a high-context, high-stakes interface for AI. The best implementations are not chatbots but structured drafting assistants for teachers, with a separate, narrower student-facing surface that is sourced from approved material.

Concepts

[Interfaces] [Feedback Loops]