ABSTRACT A “diamond scribing wheel with symmetrical micro-penetration teeth with unequal-pitch design” is proposed for glass cleaving under a low-stress regime in this study. The teeth train is symmetrical in lineup and generated by grinding using a self-developed symmetrical high-speed grinding system that efficiently and effectively produces teeth in half the time of a single teeth grinding system. The diamond scribing wheel created was subjected to a glass scribing test on a grinding system. The breaking stress at glass’s edge was only half that of the equal-pitch design. The experiments also proved that favorable short radial cracks and deep median cracks were created with an 80° cone angle, 2° pitch angle and 10 N penetration force. The depth of median cracks was created by the penetration force of teeth and stress concentration. The resultant glass edges after cleaving were smooth with no evident wrinkles. This technology has great commercial potential.