Professional Overview
I build sovereign, fully offline, air-gapped AI systems that run locally on RTX hardware in Limpopo, South Africa. These systems operate with complete independence — zero cloud dependency, zero external APIs, and no data ever leaves the machine. Demonstrated Proof of Work through the independent architecture, coding, and deployment of sovereign
Areas of Expertise
data science & analytics
Extract business insights from raw data using statistical modelling, predictive analytics, A/B testing, and interactive dashboards.
AI & Machine Learning Engineers
Design, train, and ship production ML models — from data pipelines to model inference at scale. Covers supervised learning, neural networks, LLM integration, and model optimisation.
MLOps & AI Infrastructure
Architect scalable ML infrastructure — CI/CD for ML, model versioning, experiment tracking, monitoring, and cloud deployment on AWS, GCP, or Azure.
AI Business, Marketing & Strategy
Apply AI to marketing automation, content generation, customer segmentation, and revenue growth strategies.
