Yusef Ulum is a software engineer and systems thinker with 23 years of experience building applications across finance, telecommunications, embedded systems, and the web. Since 2023, he has focused on applied machine learning and AI. He writes about technology, history, and geopolitics, exploring how complex systems succeed, fail, and evolve.