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FreelanceCompleted

Sira

AI-driven school guidance for students in Togo, with results validated by counsellors.

Role
Full-Stack Mobile Developer & AI
Period
2026

The project

School guidance app for students in Togo, driven by AI and validated by counsellors. Report cards are read directly on the phone with Google ML Kit, offline. Multi-provider AI: Groq (Llama 3.3 70B) as primary, self-hosted Ollama on a VPS (Qwen2.5, Qwen2.5-VL) as fallback, Claude as an option.

Challenges

Keeping data anonymised and staying within AI provider quotas with a request queue.

Impact

  • Offline on-device OCR
  • Multi-provider AI with a self-hosted fallback
  • Results validated by counsellors

Tech stack

FlutterGoogle ML KitGroqOllamaClaude APINode.jsExpressTypeScriptPrismaPostgreSQLDocker Compose