Conventional carbide end mills and abrasive tooling often struggle when machining advanced engineering materials such as alumina ceramics, sapphire, quartz, silicon carbide, ferrites, tungsten carbide, and carbon composites. In production environments, problems such as rapid edge wear, thermal cracking, glazing, dimensional instability, and excessive edge chipping become increasingly common as material hardness and brittleness increase.