Welcome to my blog
Engineering, unpacked.
Architectural decisions, AI experiments, integration patterns, and research from my theses on databases and machine learning — written to be short, concrete, and worth your time whether you're curious, building, or evaluating my work.
Every Tuesday and Thursday — a decision with its alternatives, or a production failure traced to the root.

I tested 5 ML algorithms across 7 datasets. The "best" one didn't exist.
A year-long master's thesis, a Python benchmarking tool, and seven evaluation metrics. The lesson wasn't which algorithm wins — it was why the question is wrong.

Where do you put JSON? I benchmarked three databases to find out.
My bachelor's thesis pitted MySQL, PostgreSQL, and MongoDB against 100,000 JSON documents. The interesting question wasn't which won — it was where each one broke.
Welcome to the goXki blog
A short note on what this blog is for and what kind of writing to expect here.