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FlashMLA is an optimized attention-kernel toolkit for DeepSeek-V4.1, but the September 2026 release changes its compatibility boundary, so upgrading can affect existing deployments.
The authors argue that endpoint variation usually comes from changing server batches, which alter floating-point reduction paths—not from GPU cores racing unpredictably.