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The most striking difference for me was the . I filled out a 10‑minute questionnaire that asked not only about the subjects I needed help with but also about my preferred learning vibe (“I love analogies with pop‑culture references”). Within seconds, Academia’s engine suggested three tutors, each with a short video intro. I chose Mia , a PhD candidate in Computer Science who described herself as a “visual‑storyteller with a love for sci‑fi metaphors.” Perfect match.

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