News | Joshua Berkowitz

4 Articles

LLM inference ×

vLLM TPU’s Unified Backend is Revolutionizing LLM Inference

The latest vLLM TPU release is enabling developers to run open-source LLMs on TPUs with unmatched performance and flexibility. Powered by the tpu-inference backend, this innovation ensures a smooth, h...

attention kernels JAX LLM inference open source PyTorch TPU tpu-inference vLLM

Oct 18, 2025

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Speculative Cascades: The Hybrid Solution Driving Smarter, Faster LLM Inference

As user expectations and AI adoption soar, delivering fast, cost-effective, and high-quality results from LLMs has become a pressing goal for developers and organizations alike. Speculative cascades a...

AI efficiency AI optimization cascades language models LLM inference machine learning speculative decoding

Sep 21, 2025

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Smarter LLMs: How the vLLM Semantic Router Delivers Fast, Efficient Inference

Large language models are evolving rapidly. Instead of simply increasing their size, innovators now focus on maximizing efficiency, reducing latency, and assigning compute resources according to query...

enterprise AI Kubernetes latency optimization LLM inference model efficiency open source AI semantic routing

Sep 17, 2025

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Speculative Cascades: Unlocking Smarter, Faster LLM Inference

Large language models (LLMs) are transforming digital experiences, but their impressive capabilities often come at the cost of slow and expensive inference. As businesses and users expect faster, more...

AI efficiency cascades cost-quality tradeoff hybrid models language models LLM inference speculative decoding

Sep 14, 2025

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