Beyond the GPU: Why TPUs are the hidden engine for post-quantum blockchain. This article analyzes the hardware evolution, compares the architectures, and explains why the TPU—not the GPU—may be the superior engine for the mathematical heavy lifting required to secure the decentralized web against quantum threats.