Ex-educator gharik unveils AI tutors that study with learners instead of just answering homework

gharik · x · 2026-10-31

gharik is excited about the release: they use user models to train better tutors — models that don't just answer homework problems but work with a learner to study and understand a subject. He looks forward to seeing what educators, tutors and parents build on it. Addressing concerns about cognitive surrender, he argues this is a step in the opposite direction: people become better at doing things themselves even while relying on assistance. jhong adds that deep, one-on-one adaptive teaching is a huge deal for education.

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