Some embodiments a multi-modal medicine delivery system can be configured to control dispensation of medicine according to any of a plurality of delivery modes, such as closed-loop delivery modes and open-loop delivery modes, and according to a secondary feedback loop to determine user-specific settings related to dosage delivery.