Rio Halil-Roberts.
Mathematics graduate & software developer building intelligent systems at the intersection of machine learning, cybersecurity, and full-stack engineering.
Meet Rio
I'm a Mathematics graduate from Queen Mary University of London with a deep interest in building software at the crossroads of machine learning, security, and systems engineering.
From interning at UCL's Institute of Epidemiology to building ML-powered threat detection frameworks, I've consistently worked on projects that combine technical rigour with real-world impact. I'm passionate about cybersecurity, AI, and self-hosted infrastructure.
Projects
From AI-powered threat detection to self-hosted infrastructure.
An intelligent real-time visual threat detection system. Uses Facebook's DETR model to identify objects with 70%+ confidence, featuring automated API key rotation and containerized Docker deployment.
A framework that classifies cybersecurity threats automatically. Integrates REST APIs for live threat intelligence, improving detection accuracy 25% above baseline.
Private NAS with three streaming apps on a self-managed server. Raspberry Pi 5 running Pi-hole as a network-wide DNS ad-blocker.
Collaborated on the system prompt and backend for a low-level AI chatbot. Integrated new data structures improving processing speed by 20%.
Get in Touch
Open to opportunities in software engineering, ML, and cybersecurity.