It is hard to believe how quickly artificial intelligence has moved from curiosity to urgency. Only a few years ago, AI felt like something you read about and admired from a distance. Today, it is showing up inside the software we use every day, the documents we process, the schedules we fight with, and the engineering work that often defines whether a project succeeds or fails.