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LearnLoop AI

Built at Meta Global AI Developer Hackathon · Oct 26, 2026 · Remote

LearnLoop AI — Demo video

LearnLoop is an AI-native adaptive learning assistant that fixes static, one-size-fits-all studying. Students get notes and videos, but no tutor that remembers what they got wrong, adapts the next step, or checks their reasoning line by line. LearnLoop generates a personalised learning pathway for any topic, teaches with a Socratic tutor that asks questions before giving answers, and evaluates logic step-by-step instead of just marking a final answer right or wrong. If a quiz shows a gap, the pathway branches to a remedial step and the student's mistakes, level and mastery are kept in session memory, so context is never dropped. It is built for concurrent, production-ready use, with a Planner, Tutor and Evaluator pipeline inspired by System 1 / System 2 orchestration.

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