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Why we built an offline study app generator instead of another course platform

Why we built an offline study app generator instead of another course platform

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1 min read
Completion Is a Weak Memory Model

Completion Is a Weak Memory Model

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5 min read
From Bayesian to deep knowledge tracing — upgrading NumPath's student model with a PyTorch LSTM

From Bayesian to deep knowledge tracing — upgrading NumPath's student model with a PyTorch LSTM

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5 min read
Building a mistake taxonomy for dyscalculia — 8 error patterns, rule-based, no ML required

Building a mistake taxonomy for dyscalculia — 8 error patterns, rule-based, no ML required

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5 min read
Bayesian Knowledge Tracing in 37 lines of Python — how NumPath models what a student knows

Bayesian Knowledge Tracing in 37 lines of Python — how NumPath models what a student knows

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4 min read
Attempt history in the teacher dashboard — the scalar subquery pattern

Attempt history in the teacher dashboard — the scalar subquery pattern

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4 min read
Prompt engineering for teacher insights with Claude — structured JSON and graceful fallbacks

Prompt engineering for teacher insights with Claude — structured JSON and graceful fallbacks

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4 min read
Closing the feedback loop: how mistake classification drives adaptive problem selection in NumPath

Closing the feedback loop: how mistake classification drives adaptive problem selection in NumPath

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3 min read
Why I'm building an AI math tutor for dyscalculia — and grounding it in 30 years of ITS research

Why I'm building an AI math tutor for dyscalculia — and grounding it in 30 years of ITS research

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5 min read
Why teachers need explainable AI, not just accurate AI — building the KC dashboard

Why teachers need explainable AI, not just accurate AI — building the KC dashboard

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3 min read
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