A synthesis protocol generator for use in a system that automatically generates compounds having a prescribed set of activity/properties, said system comprising at least one chemical synthesis robot to robotically synthesize, in accordance with robotic synthesis instructions, a directed diversity chemical library comprising a plurality of chemical compounds, and at least one analysis robot to robotically analyze said chemical compounds to obtain structure-activity data pertaining thereto, said synthesis protocol generator comprising:
- structure-activity model derivation means for analyzing said structure-activity data of said compounds and historical structure-activity data pertaining to compounds synthesized and analyzed in the past to derive structure-activity models having enhanced predictive and discriminating capabilities;
- reagent identifying means for identifying, in accordance with said structure-activity models, reagents from a reagent database that, when combined, will produce a set of compounds predicted to exhibit activity/properties more closely matching said prescribed set of activity/properties;
- and
- robotic synthesis instruction generating means for generating robotic synthesis instructions that, when executed, enable said chemical synthesis robot to robotically synthesize said set of compounds.