Semiconductor chips; semiconductors; computer hardware; downloadable computer software for operating microprocessors; computer servers; microprocessor modules; microprocessor subsystems comprised of one or more microprocessors, central processing units (CPUs), CPU cores, and downloadable software for operating the foregoing; Computer systems comprised of silicon based microprocessors, computer servers, and recorded and downloadable software for operating computing systems used primarily in in datacenters, edge/remote environments, and cloud computing; semiconductor integrated circuits; microprocessors; semiconductor devices; silicon based microprocessors; computer accelerator boards; computer accelerator cards; computing memory modules; computing add-in circuit boards, computer network servers, and recorded and downloadable software sold as components of computer hardware systems for operating computing systems used in datacenters, cloud computing, machine learning, deep learning, natural language generation, statistical learning, supervised learning, un-supervised learning, data mining, predictive analytics, and inferencing; neural networks; edge computing hardware and downloadable software featuring artificial intelligence, machine learning, and deep learning; computer hardware to support artificial intelligence, machine learning, deep learning, cognitive computing, data mining, computer vision, predictive analytics, and inferencing; hardware and downloadable software for artificial intelligence and computer systems for autonomous navigation of motor vehicles and power management of EVs; hardware and downloadable software for artificial intelligence for use in semiconductor manufacturing systems; downloadable software using artificial intelligence for machine learning; artificial intelligence platforms comprised of computer hardware and downloadable software for high performance computing and distributed computing; computer hardware and downloadable software for artificial intelligence high performance computing; computer hardware and downloadable software for processing, generating, understanding, and analyzing natural language; computer hardware for use in large language models and artificial intelligence