# mlops

The job hasn't disappeared. The mental model has changed. Here's what the roadmap looks like for data scientists and engineers entering (or navigating) the AI agent era, with a South African lens.

A technical memoir on building Ubunye Engine: the real story of broken imports, silent CI failures, and the slow accumulation of something that actually works.