Work & Projects
Production systems, open-source tools, and research built across telecoms, banking, education, and global research organizations.

Ubunye AI Ecosystems (UAIE)
ABSA lacked consistent ML/ETL standards, reusable engineering patterns, and scalable workflows.
Built a modular open-source ecosystem providing declarative ETL engines, ML pipelines, feature stores, and YAML-driven orchestration.
Accelerated model delivery, improved data quality, and uplifted engineering capability across teams.

Tfilterspy: Bayesian Filtering Library
IoT and telematics pipelines required robust filtering for noisy sensor data and real-time state estimation.
Created an open-source Bayesian filtering library supporting Kalman, Particle, and Ensemble filters with distributed execution.
Improved reliability of IoT forecasting, telematics scoring, and real-time analytics at scale.

Kasilam Digital Platforms
Township businesses and individuals lack the technical skills and budget to build a web presence.
A community non-profit initiative that uses AI to help people in townships build websites using plain English — powered by an easy-to-use template project requiring no coding knowledge.
Empowering township entrepreneurs and community members to establish a digital presence with zero technical barriers.

Vodacom Smart Generators Optimization
Load-shedding caused fuel inefficiency, network downtime, and poor generator deployment decisions.
Developed a constrained optimisation engine with real-time streaming analytics to prioritise generator dispatch.
Reduced downtime by 5%, lowered operational costs by 30%, and supported R1B annual savings.

IBM GeoSpatial Analytics Suites
Enterprises required scalable geospatial intelligence for environmental, climate, and supply-chain risk.
Built analytics workflows using IBM PAIRS to process multi-terabyte raster and vector datasets.
Integrated into IBM's Environmental Intelligence Suite for global environmental monitoring.