Edge AI devices are often differently intelligent than cloud-based AI solutions. As AI moves to the edge, deploying and updating both firmware and ML models across remote, cellular-connected devices poses unique opportunities for new types of intelligences coupled to more dynamic MLOps and CI/CD architectures. This talk examines how integrated platforms for data, connectivity, and over-the-air software delivery solve meaningfully new real-world problems.