I needed to coordinate background scripts running across different machines. The obvious answer was Redis. Everyone uses Redis for this. The tutorials all use Redis. The Stack Overflow answers all say "just use Redis." So I looked at what deploying Redis would actually cost me: A running Redis server I had to maintain A broker to connect workers to it Celery or RQ on top of that Memory-based stora
What two weeks of Moodle import errors taught me about right-sizing roles Two weeks of debugging. Every single failure was XML. Not the AI. XML! I build Python-based deployment pipelines for professional certification programs delivered on Moodle. Course content is authored by Team 1 — a group of AI agents working alongside a subject matter expert who stays in the loop as a human reviewer. Call