Splitting up your key can be done offline and signing can technically be done offline but the standard flow is your keys (on different devices) communicate partial signatures over relays

nostr:note1l9vks4luxw9zhvwmfcpz02r703hlcg9ack09lhqeustj8spsjekqcfmr5z