1. A system for conditioning an algorithm to achieve optimum execution time, the system comprising: a master controller configured to control operations of the system to manage a life cycle of a genetic process; a diversification module configured to generate a plurality of sibling vectors based on an input seed vector; a plurality of genetic modules, each genetic module configured to perform a computational process and generate an off-spring vector based on a corresponding sibling vector received from the diversification module, wherein the plurality of genetic modules perform their respective computational processes independently in a parallel manner; a generation depth manager configured to determine a generation depth for each of the plurality of genetic modules, wherein the generation depth is used by the corresponding genetic module to perform its computational process; a best fit evaluator configured to evaluate an objective function for the off-spring vector generated by each genetic module and generate an objective value; and a convergence manager configured to evaluate the objective value to determine if one or more terminal conditions associated with the objective function have been reached.