Surgical, medical, dental and veterinary apparatus and instruments, namely, an automated drug compounding system consists primarily of robotic arms, cameras, blisters, sensors, motors, electronic hardware and disposable drug transfer devices, all used for safe preparation, reconstitution, compounding, mixing, dispensing and administration of medical materials, fluids and drugs, and for filling containers, such as syringes, vials and IV bags, with medical materials, fluids and drugs, and labeling these containers, and embedded software used to facilitate and enable the healthcare workflow through connectivity of the automated system to other medical systems, physicians, nurses, healthcare providers and pharmacists, and to receiving, transmitting, processing, updating and validating data and information relating to the above using AI and machine learning techniques.