Insights
Techpuvi Notes.
Engineering, AI, and the work of building software that lasts.
EdTech
Assessment Platforms: Proctoring, Integrity, and Anti-Cheat
Online assessment platforms face the cheating problem at scale. Here's the technology stack, proctoring, integrity signals, anti-cheat, that works.
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.
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.
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.