The explosion of generative artificial intelligence and large-scale language models has triggered an unprecedented surge in demand for high-performance computing (HPC) chips, which in turn has placed an immense strain on the upstream material supply chain. Data center operators and cloud service providers are consuming silicon at a record pace, forcing substrate producers to accelerate their...