Most cloud sustainability tools are built for sustainability officers. They pull three-month-old billing data, run it through a proprietary model, and produce a PDF that engineers never see. By the time you know your us-east-1 cluster emits twice as much as us-west-2 would have, it's been running for a quarter. The architecture is locked in. The carbon is already burnt. The only moment you can act
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