I suspect you'd run unikernels under Geode. Instead of targeting Xen resources and Xen event/message channels and Xen security modules/FLASK, MirageOS would target Geode instead but perhaps have slightly higher-level resources and better-featured interfaces to lean on.
But I haven't quite had time to figure it out myself yet; I've been interested in exploring Geode for a while.