Invited Talk, Science of Learning Seminar Series, National Institute of Education (NIE), Singapore
Invited talk on multimodal AI models aligned with clinical experts on parent–child interaction, and what that alignment work reveals about where model authority can and cannot be trusted in expert-facing settings.
Invited Talk, Behavioural and Implementation Sciences in Health, Asia Conference 2026 (BISHAC 2026), Singapore
Invited talk to a behavioural and implementation science audience on what human-AI co-intelligence means for behavioural design, drawing on work spanning advance care planning, parent–child interaction, and peer support.
Invited Speaker and Panelist, Conscious Builder series, GovTech, with product teams from GovTech, MOM, and MOE, Singapore
Talk and panel with public-sector product teams on designing AI systems for high-stakes human contexts, and on human-in-the-loop oversight that checks rather than merely legitimises AI decisions.
Invited Moderator, LorongAI panel, Singapore
Moderated panel on what changes when an AI system stops being a tool people use and becomes something they relate to — trust calibration versus trust maximisation, and dependence as a design failure mode rather than a product goal.
Invited Seminar, AI Governance & Privacy Symposium, Barun ICT Research Center, Yonsei University, Seoul, South Korea
Seminar on why AI in health fails when it is designed as a transaction between individuals rather than as a practice embedded in relationships, roles, and irreducible uncertainty — and what that means for consent and governance frameworks that centre the individual.
Guest Lecture, Division of Industrial Design, College of Design and Engineering, National University of Singapore (NUS), Singapore
Guest lecture on Society-Centred AI: a design disposition that evaluates AI not by technical benchmarks but by its ability to serve human needs in the contexts where those needs are most urgent.
Invited Seminar, Department of Computer Science, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, South Korea
Seminar on Society-Centred AI: AI’s value lies not in what systems can do on their own, but in what they make possible for people together.
Invited Seminar, School of Creative Media, City University of Hong Kong (CityU), Hong Kong
Seminar on Society-Centred AI: the most consequential design decisions are not algorithmic — they are about who is served, what values are embedded, and how accountability is distributed.
Invited Panelist, Silver Generation Office Learning & Innovation Day, Singapore
Panel discussion on aging and AI-supported care.
Invited Speaker and Panelist, Asia Pacific Population Health Conference, SingHealth, Singapore
Talk and panel on context-aware interaction techniques applied to healthcare.