solid state 3-dimensional chemical synthesis matrices used to develop lead compounds for therapeutic development comprised of biosensors, microelectronics, optical, electrical, and robotic components with semiconductor memory or encoded or engraved identifiers, such as barcodes, for characterizing molecules during discrete synthetic and assay steps by electromagnetic or optical encoding