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Completion Is a Weak Memory Model

A learner can finish a lesson on Monday, answer the drill on Tuesday, and stare at the same idea on Friday with nothing to say. The checkbox still s…

neuroloqadaptivelearningforgettingcurvetypescript
Dev.to Aug 7, 2026, 16:25 UTC
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From Bayesian to deep knowledge tracing — upgrading NumPath's student model with a PyTorch LSTM

BKT told us how well a student knows subtraction-with-borrowing. It had no idea that a student who reverses digits on subtraction problems probably…

numpathadaptivelearningpytorchpython
Dev.to Jun 1, 2026, 02:26 UTC
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Building a mistake taxonomy for dyscalculia — 8 error patterns, rule-based, no ML required

"Wrong" isn't a diagnosis. When a student answers 32 − 9 = 37, they didn't randomly guess. They subtracted in the wrong direction in the ones column…

numpathdyscalculiaadaptivelearningpython
Dev.to Jun 1, 2026, 02:14 UTC

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