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# numpath

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Attempt history in the teacher dashboard — the scalar subquery pattern
orieken profile

Attempt history in the teacher dashboard — the scalar subquery pattern

#numpath #adaptivelearning #python #vue
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4 min read
Prompt engineering for teacher insights with Claude — structured JSON and graceful fallbacks
orieken profile

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

#numpath #adaptivelearning #python #llm
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4 min read
Closing the feedback loop: how mistake classification drives adaptive problem selection in NumPath
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Closing the feedback loop: how mistake classification drives adaptive problem selection in NumPath

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

#numpath #adaptivelearning #dyscalculia #python
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5 min read
Why teachers need explainable AI, not just accurate AI — building the KC dashboard
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Why teachers need explainable AI, not just accurate AI — building the KC dashboard

#numpath #adaptivelearning #vue #python
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3 min read
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