An automated pipeline — S3 upload triggers a Lambda, which kicks off a Step Functions execution that preprocesses, retrains, evaluates, and conditionally redeploys. This is where every earlier piece (features, training, evaluation, serving) stops being something you run by hand and becomes infrastructure that responds to new data on its own.