It would be cold to cold.
Are you absolutely certain your current set up is 100% airgapped and has never once been online? Do you want to briefly describe your current set up?
I'm hoping to avoid memorizing a new seed phrase
You shouldn't memorize any seed phrase. Write it down on paper and keep it somewhere safe.