BuildingTarget: Sep 2026

Classroom Pulse

Understand classroom engagement in real time without sending video to a server.

Web

72% shipped

Classroom Pulse is a browser-only classroom engagement analyzer.

CNN emotion classification, blink/yawn/look-away behavior, confusion radar, and Session DNA — all on-device. No server. No data leaves the device.

Why it exists: Teachers need signal, not surveillance. Built for college AI projects that respect privacy.

Stack: React, TypeScript, Vite, MediaPipe, face-api.js, Web Audio API.

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