how the tutor thinks
Gemini, grounded in the student's own curriculum
General chatbots answer from the open web. Atlas answers from the chapter the student is on, asks a question back, and hands off to a human when it should. Here is what runs today and what we are building next.
What happens when a student asks a doubt
1
Question in
Text, photo or voice, with the page open.
2
Safety and consent
Child mode, parent settings and daily limits apply first.
3
Curriculum context
The chapter, approved passages and the conversation so far.
4
Model router
Gemini 2.5 Pro or Flash by task, with automatic failover.
5
Teaching reply
Cites the page, asks back, and hands off to a tutor when unsure.
status updated with every release
Our Google AI stack
| Capability | Google model or service | What students get | Status |
|---|---|---|---|
| Chat & reasoning | Gemini 2.5 Pro / Flash | Doubts, step marking, lesson drafts | Rolling out · Q4 2026 |
| Vision | Gemini multimodal | Photo of a page or a handwritten answer | Rolling out · Q4 2026 |
| Voice | Gemini Live · Cloud Text-to-Speech | Spoken doubts and read-aloud in Hindi and English | Building · Q1 2027 |
| Images | Imagen on Vertex AI | Labelled diagrams tied to a chapter | Planned · Q1 2027 |
| Search over books | Vertex AI embeddings · Vector Search | Answers pinned to the right passage | Planned · Q1 2027 |
| Video | Veo on Vertex AI | 30-second concept explainers, reviewed by staff | Planned · Q2 2027 |
| Our own model | Gemma, fine-tuned · Vertex AI endpoints / GKE | Faster, cheaper tutoring tuned to Indian boards | Research · H2 2027 |
Running on Google Cloud
Our target architecture for 2027. Cloud credits fund the move and the first fine-tuning runs.
Serve
- Cloud Run for the web app and API services
- Cloud Load Balancing and Cloud CDN
- Google Sign-In
Store
- Cloud SQL for PostgreSQL
- Cloud Storage for books, notebooks and media
- Secret Manager and Cloud KMS
Think
- Gemini API, then Vertex AI
- Imagen, Veo and embeddings
- Gemma fine-tunes on GKE and TPUs
Learn
- BigQuery for learning analytics
- Looker Studio for open metrics
- Pub/Sub for events between services