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AI Tutors in EdTech: What's Possible, What's Hype
EdTech

AI Tutors in EdTech: What's Possible, What's Hype

AI tutors are everywhere in pitches; the production reality is more nuanced. Here's what's working, what's research-stage, and how to evaluate.

NiranjanaSep 15, 20267 min read
Adaptive Learning Algorithms: What Actually Works
EdTech

Adaptive Learning Algorithms: What Actually Works

Adaptive learning is a buzzword that covers several real algorithms. Here's the honest view, what works, what's hype, and how to build adaptive features that improve outcomes.

NiranjanaSep 11, 20267 min
LMS Architecture: K-12 vs Higher Ed Key Differences
EdTech

LMS Architecture: K-12 vs Higher Ed Key Differences

K-12 and higher ed LMSs look similar but solve different problems. Here's what changes in the architecture, UX, and integration patterns between them.

NiranjanaAug 10, 20267 min

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