My experience crosses software development, cloud infrastructure, automation, and operational reliability.
I currently contribute to national-scale systems at the Botswana Institute for Technology Research and
Innovation, where dependable environments, repeatable deployments, monitoring, and long-term maintainability
matter as much as the application code itself.
I design CI/CD pipelines, maintain containerised environments, configure reverse proxies and Linux servers,
implement observability with Prometheus and Grafana, and work with databases that support production
applications. My background in full-stack engineering means I can follow a system from interface and API
design through deployment, infrastructure, monitoring, and support.
Alongside that work, I am building applied AI products and strengthening my machine-learning practice.
I am most interested in AI that has a clear product boundary: structured assessments, retrieval-grounded
answers, document intelligence, transcription, workflow automation, and systems that disclose their tradeoffs.
I care less about adding “AI” to a product and more about making the product measurably more useful, reliable, and honest.