Hi there! I'm Arinze. I'm an ML Engineer and Systems Architect at Gallarus Industry Solutions in Ireland, where I design and build edge-native AI systems for regulated manufacturing. I hold a First Class Honours MSc in Artificial Intelligence and Machine Learning from the University of Limerick, where my research focused on quantum circuit synthesis with evolutionary algorithms.

At Gallarus, I'm the sole architect and engineer of the KairOS ML Engine — an edge-native predictive maintenance platform deployed to pharma and industrial clients. The system runs entirely offline on hardware from Raspberry Pi to GPU servers, combining 4 production ML models with full lifecycle management, a 4-agent LangGraph AI system with 86+ tools, 108 gRPC endpoints, and operator dashboards with 3D factory floor visualization. It's built for GAMP5/GxP compliance with CFR 21 Part 11 audit trails.

My research background is in hardware-aware quantum algorithm design. Working with the BDS Lab at the University of Limerick, I applied Grammatical Evolution to synthesize optimized Grover circuits for NISQ hardware. The evolved circuits achieved up to 96.9% fidelity on the 133-qubit IBM Heron processor, where canonical implementations measured 66.3%. This work was accepted at GECCO 2026 (ACM Genetic and Evolutionary Computation Conference).

I also love the pressure of rapid prototyping. In late 2024, I competed in and won the ACI Worldwide Hackathon and placed 2nd in the Google BGN Hackathon. These events honed my skills in Node.js, TypeScript, and API development, challenging me to build complex fraud detection and education systems in under 48 hours.

On the product side, I spent three years as a Technical Project Manager for TheSafetyChic. I led the development of a child safety mobile app using Flutter and Firebase, taking it from concept to a high-impact tool that grew our user base by 60%.

I believe in sharing my journey. When I'm not reading, I enjoy writing about tech on my blog, playing video games, or mentoring aspiring developers.