# Demo context (lightweight)

This file is a small stand-in so the chat has some grounded text without shipping large PDF/DOCX binaries in the course PR.

## About

Jules Cesar Junior NDAYISENGA (Samandari) is a software engineer and founder of Ijwi ry'Ikirundi AI. Background includes nursing studies and building AI products for Burundi / East Africa. Portfolio: https://www.samandari.dev

## Interests

Code, chocolate, music, gaming, and community AI projects (Kirundi language tech, agentic systems).

## Collaboration

For project collaboration, share an email and a short note; the assistant can log contact details via tools when configured.

Replace this file with your own resume PDF / brain DOCX — see the contribution README for download links.