International technology firms entering the U.S. defense ecosystem should treat cybersecurity as an architectural property—not a compliance task added after the product is built.

Patient data doesn't stop being a security concern when it enters an AI pipeline. Training, model development, vendors and derived data create an expanding cybersecurity lifecycle.