Local-first generally means data is persisted as local files or in a local database, inference or computation is done on the device as much as possible, and the network is used only for optional collaboration and backup; the benefits include controllable privacy, no subscription or pay-per-use billing pressure, offline availability, and data sovereignty belonging to the user; the costs are requirements on local hardware and more complex multi-device synchronization and conflict merging.