A video-based vehicle headlight state monitoring method and system. A converging design process flow is created by a flexible mechanism in which a select combination of fine-grained transforms are applied to optimize the netlist and placement of a design. The influent is introduced into the plurality of channels in a manner that inhibits a disrupting or disturbing of the solid impurities, which have separated from the influent. The model portfolio does not reveal the assets of the financial instrument. The pivot joints are located outside of a plane of motion of their respective right and left pedals, such that the apparatus can fit within a more compact form factor, especially in a longitudinal dimension.