<ul><li>Organizations are increasingly using LLM-based applications, with 78% in development or production.</li><li>Google Cloud introduced the AI Hypercomputer with Ironwood, a TPU designed for inference.</li><li>Updates to AI Hypercomputer's inference capabilities include GKE Inference Gateway and Quickstart.</li><li>Google focuses on performance optimization with benchmarks like JetStream and MaxDiffusion.</li><li>JetStream, an open-source inference engine, offers high throughput and low latency for LLMs on TPU.</li><li>Pathways runtime enables multi-host inference and disaggregated serving for large models.</li><li>Osmos leverages TPUs for cost-efficient inference at scale, achieving industry-leading performance.</li><li>MaxDiffusion supports compute-heavy workloads like image generation, delivering high throughput on Trillium.</li><li>A3 Ultra and A4 VMs show competitive performance in MLPerf Inference v5.0, powered by NVIDIA GPUs.</li><li>AI Hypercomputer with hardware advancements and software innovations is driving AI breakthroughs in inference.</li></ul>

From LLMs to image generation: Accelerate inference workloads with AI Hypercomputer

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