Prototype note: this is a browser stand-in for the demo video, built to the same look as WhatsApp. The tutoring logic below runs through the identical backend used by the real Twilio WhatsApp integration in this repo (see app/api/whatsapp) - same question flow, mistake classification, and RAG-grounded explanations. Only the transport layer differs.