ENGINEER / BUILDER
BASED IN NIGERIA
MEET CALEB ↓
IN MOTION
I build digital systems with a bias for clarity, velocity, and a slightly unreasonable standard for how good the invisible parts should be.
NOT A JOB TITLE — A WAY OF WORKING
I’m a computer scientist and builder interested in the space between intelligent models, reliable infrastructure, and the people who need them to work.
OPERATING PRINCIPLES / 03
A system is only
as good as its edges.
Make failure visible.
Observability is not an afterthought. It is the feedback loop that lets a team move with confidence.
Leave a clear trail.
Infrastructure should read like a decision, not a mystery. Versioned, repeatable, and made for the next person.
Prototype with intent.
AI work earns its place by becoming useful: grounded experiments, measurable signals, considered hand-offs.
SELECTED CASE STUDIES / 2025—26
Things I’ve
put in motion.
GKE COST OPTIMIZER
Cloud, but considered.
An infrastructure experiment for keeping production systems resilient without treating cloud spend as an afterthought.
TRAFFIC LIGHT RECOGNITION
Teaching machines to see signals.
A LightGBM research project exploring the small visual decisions that make autonomous systems more dependable.
WEB FORUM API
Community, structured.
A full-stack forum foundation built around clear flows, scalable services, and a little more care for the mechanics underneath.
WHAT I REACH FOR
Cloud systems
that hold up.
AI experiments
that go somewhere.
Interfaces that
get out of the way.