Writing archive

Notes from real work.

Applied AI, cloud engineering, data systems, security, and the occasional argument about how software should be built.

The Uncomfortable Economics of AGI Nobody's Talking About

We're all excited about AGI and its transformative promise. But what happens when the most capable AI systems remain expensive? We need to have an honest conversation about access, economics, and who actually benefits from artificial general intelligence.

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.