Medicine ATM is a proposed machine that dispenses prescribed medications using barcodes from hospital-generated prescriptions. It aims to reduce manual labor and improve pharmacist knowledge through software for patient interaction, counseling on drugs and diseases, electronic payment, and displaying patient information and medications when barcodes are scanned. Benefits include increasing drug awareness, reducing pharmacy crowds and wait times, and avoiding medication and error issues while providing cashless access to healthcare.