The Coding AI Benchmark Split in 2026: Why Real-World Winners Aren’t Algorithm Champions
Developers favor models that navigate real codebases over those that ace algorithm contests, revealing how software engineering is changing.
Writing archive
Notes from real work.
Applied AI, cloud engineering, data systems, security, and the occasional argument about how software should be built.
Why I Like Using Makefiles to Manage Reusable Commands
A guide to using Makefiles for workflow automation across AI, Data Science, and Cloud Engineering projects. Learn dependency management, cross-platform consistency, and best practices from real-world examples.
Private AI Bootcamp 101: Your Complete Guide to Running AI Models Locally
In this technical guide, we will transform your computer into a powerful AI workstation that keeps your data completely private and under your control.
Reflections on my Trip Home: Celebrating Academic Excellence and Community Progress in Limpopo
My recent visit to the University of Venda and surrounding communities in Limpopo highlighted the region’s academic progress, community development, and persistent challenges.
Beyond Chat: The Dawn of Proactive AI with Active Agents
In this discussion, I introduce "Active Agents," my new project envisioning proactive AI that understands context, anticipates needs, and acts in the background. This concept aligns with a broader movement towards AI designed to enhance productivity by moving beyond simple query-response interactions.