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New research links caffeine to slower aging at the cellular level

High on Caffeine: Caffeine is the most widely consumed psychoactive substance in the world, and it's found almost everywhere. People consume it through coffee, tea, soft drinks, energy drinks, and more. According to new research, caffeine may do more than just help you stay awake after a long night – it could have other surprising benefits as well. A recently published study confirms what caffeine enthusiasts have suspected all along: the naturally occurring stimulant is not only great for waki

Compiling LLMs into a MegaKernel: A path to low-latency inference

One of the most effective ways to reduce latency in LLM inference is to fuse all computation and communication into a single megakernel — also known as a persistent kernel. In this design, the system launches just one GPU kernel to execute the entire model — from layer-by-layer computation to inter-GPU communication — without interruption. This approach offers several key performance advantages: Eliminates kernel launch overhead, even in multi-GPU settings, by avoiding repeated kernel invocatio

Topics: gpu graph kernel mpk task

Compiling LLMs into a MegaKernel: A Path to Low-Latency Inference

One of the most effective ways to reduce latency in LLM inference is to fuse all computation and communication into a single megakernel — also known as a persistent kernel. In this design, the system launches just one GPU kernel to execute the entire model — from layer-by-layer computation to inter-GPU communication — without interruption. This approach offers several key performance advantages: Eliminates kernel launch overhead, even in multi-GPU settings, by avoiding repeated kernel invocatio

Topics: gpu graph kernel mpk task