Published Articles
Migrating five Python services across versions is not a version bump — it is a research project. Tools like pyupgrade and LLM agents handle syntax but miss behavioral changes that only surface at runtime. Pandas v1→v2 and Airflow v2→v3 show why testing strategy matters more than tooling.
Every professional term is a compressed suitcase—throwing it at someone is like hitting them with a brick. The t-IAR method (Image, Action, Role) turns complex jargon into clear understanding. Simplifying your language is not dumbing down; it is a profound sign of respect.
This is a short story about how I ended up where I am now. Not about magical mentors who “change your life,” but about ordinary people who once just said the right words and asked the right questions. About how mentorship can be uneven, funny, sometimes strange - and still work, because it makes us a little braver and a little more honest. And about how no technology can replace a human gaze that sees in you something you haven’t yet managed to see yourself.
Digital systems are not static—they live their own lives. Caches, queues, and the network are in constant flux. Using Redis and Celery as examples, this article demonstrates how a mathematical model helps predict stability limits under load.