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Flash attention exists because GPU SRAM is tiny (~164 KB/SM) — the n×n score matrix never fits, so tiling in software is mandatory. On TPU, the MXU is literally a tile processor. A 128x128 systolic array that holds one matrix stationary and streams the other through — that’s what flash attention implements in software on GPU, but it’s what the TPU hardware does by default.

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# Connect to an MCP server over HTTP

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