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Update README.md

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+ # fa4-cute-runtime
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+
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+ Forward-only, SM100-family FlashAttention-4 CuTe DSL package used by FlashRT's
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+ production GROOT N1.7 and PI0.5 Thor runtimes. In addition to the standard
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+ D48/D72/D128 path, it includes the dedicated D256 2CTA forward kernel needed
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+ by PI0.5's PaliGemma encoder.
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+
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+ The package exposes `flash_attn_func`, `flash_attn_varlen_func`, and the
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+ preallocated `forward_static` CUDA Graph entry, including `seqused_k` for
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+ fixed-shape padded K/V. It keeps the vendored
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+ implementation in the private `flashrt_fa4` namespace and vendors the required
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+ quack helper subset, so it cannot replace or mutate upstream `flash_attn`
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+ imports.
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+
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+ See [CARD.md](CARD.md) for usage and [VALIDATION.md](VALIDATION.md) for the
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+ release gate.