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Tangent Space Tangent Space About Me My Projects My Research Posts Nov 10, 2023 At the Intersection of LLMs and Kernels - Research Roundup Relational databases like postgreSQL and operating system kernels like Linux are foundational building blocks for computing systems. Every “application” is in essence an “application” of those building blocks to some purpose: Twitter applies databases to write and read tweets; it applies an operating system to operate the hardware required to do so. Large language models – and large generative models of complex data types more broadly – are a new building block at this foundational layer. ML researchers like me have many useful intuitions about what can be built with this novel building block and how to improve it. But the people who have spent years building with those other blocks have many more. Many of these inuitions are surprising to someone who has spent more time with neural networks than with the network stack. This po...
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