Education · Adaptive AI
MINDLAB META
A bilingual adaptive-learning prototype that turns a learner’s own materials and study activity into grounded assistance, quizzes, flashcards, and an evolving learning profile.
Project Development
2026 · Developing MVP
Adaptive learning · Source-grounded AI · Bilingual experience
01
Learning from your materials
Notebooks keep learning materials in context. The assistant works within a selected source and connects its responses to citations that learners can inspect.
02
A continuing feedback loop
Quizzes, flashcards, and adaptive sessions add evidence to the learner profile. Assistance increases gradually, and the profile makes uncertainty visible rather than assigning a fixed ability label.
03
An explainable prototype
The experience supports Vietnamese and English with pseudonymous onboarding. MINDLAB META is a developing MVP and research prototype; its educational effectiveness has not yet been established through a sufficiently powered study.
Outcome
A publicly accessible learning prototype with bilingual study tools and an explainable feedback loop.
Explore the work