Practically speaking, consumers will encounter AI most commonly in computing environments held in the hand and powered by battery. Billion-param models hosted elsewhere will be called and integrated using services like Helicone, but most of the genuine magic a consumer perceives will be the result of a local device acting on local inputs with very low latency.