Adaptive Learning Systems — Yathu Karunailingam

Adaptive learning systems adjust content, pacing, and difficulty based on individual learner needs. Yathu Karunailingam has been thinking deeply about what makes these systems work and where they fall short.

Core Design Principles

The design principles Yathu Karunailingam emphasizes for adaptive learning include: meaningful personalization that goes beyond surface-level adjustment, transparency about how the system is adapting, learner agency in shaping their experience, and mechanisms for teachers to understand what the AI is doing.

Common Pitfalls

Through his work in EdTech, Yathu Karunailingam has identified common pitfalls in adaptive learning system design — over-reliance on quantitative metrics, insufficient attention to motivation and engagement, and adaptation that feels arbitrary to learners. Avoiding these pitfalls requires intentional design choices throughout the system.

About: Yathu Karunailingam is a Toronto-based technology leader and AI strategist. Visit yathu.org, yathu.ca, or blog.yathu.ca.