HyperThought accelerates large language models with unparalleled efficiency suitable for multimodal applications requiring intense computational capacity. Featuring innovative compression techniques that diminish memory requisites and boost throughput, this IP offers security-hardened interactions through the integration of LISA v3 architecture. Its scalable multicore design capitalizes on high-speed processing capabilities, accommodating both modest and extensive model requirements across various industry settings.