A continuous loop polishing pad that is reinforced by a reinforcing filler and a method for fabricating the polishing pad are described. The reinforced polishing pad is constructed by a sub-layer and a top layer, wherein the sub-layer defines an inner diameter of the polishing pad and contains a reinforcing filler with an aspect ratio of at least 10 oriented substantially in a circumferential direction of the continuous loop polishing pad. The top layer is laminated to the sub-layer with a top surface defining an outer diameter of the polishing pad, while both the sub-layer and the top layer are formed of a polymeric material. The invention further describes a method for fabricating the reinforced polishing pad in a continuous loop.