A retention mechanic for learning that isn't Duolingo manipulation?

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A retention mechanic for learning that isn't Duolingo manipulation? is active in the show hn launch space.

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i've spent the last few years shipping learning products at scale - Andrew Ng's AI upskilling platform, my MIT Media Lab spinoff focused on AI coaching. the retention problem was the same everywhere. people would engage with content once and not return. not because the content was bad - rather because there was no mechanism/motivation to make it a habit.the standard industry answer is gamification — streaks, points, badges. Duolingo has shown this works for language. but I'm skeptical it generalizes. duolingo's retention is built on a very specific anxiety loop that feels increasingly manipulative and doesn't translate well to topics like astrophysics or reading dense research papers.i've be

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