MwanaAI — an AI-powered personal tutor for students in Malawi. Adapts to your class/form level and subject, explains step by step, reads photos of your homework, and generates practice questions.
# MwanaAI — AI Learning Platform 🇲🇼
MwanaAI is an AI-powered learning platform for students in Malawi. It started as
a personal tutor and has grown into a full learning loop — **Learn → Practice →
Get help → Track progress** — with dashboards for **students, teachers and
parents**, all aligned to the Malawi curriculum (Standard 1–8 / Form 1–4).
The goal: make learning feel like a patient, encouraging human tutor — and give
teachers and parents real tools to support each student.
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## ✨ Features
### For students
- **AI Tutor** — ask anything and get step-by-step help pitched at your class
level. Supports:
- 📷 **Homework photo upload** — snap a picture of your work and a vision model
reads it and helps.
- 🎤 **Voice** — speak your question and 🔊 listen to answers read aloud.
- 💾 **Save & resume** chats.
- Quick actions (*explain simply*, *another example*, *quiz me*, …).
- **Guided lessons** — pick a subject and get a syllabus-ordered list of topics,
each taught as a full lesson; mark topics complete and watch a progress bar.
- **Adaptive quizzes & exam prep** — auto-marked multiple-choice quizzes by
subject, with **PSLCE / JCE / MSCE** exam styles. An **Adaptive** mode tunes
difficulty to your past scores, and **AI feedback** tells you exactly what to
review after each quiz.
- **Smart Study Plan** — AI reads your quiz performance and builds a personalised
plan for what to study next.
- **Progress & motivation** — scores by subject, 🔥 **day streaks**, a class
**leaderboard**, and **achievement badges**.
- **Assignments** — see tasks set by your teachers and complete them in one tap.
### For teachers
- **Generate from your materials** — upload the syllabus, textbook pages, a
screenshot, a PDF or Word doc, paste text, **or drop in a YouTube link**, and
MwanaAI builds a lesson plan, quiz, revision notes or exam questions
**grounded in that material** (not generic). Images are read by the vision
model; PDFs/Word are parsed in-browser; YouTube transcripts are fetche …