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Blackwell decode penalty drops from 25-40% to 7-9% with signalnine's fused shmem mmvq kernel. 3.7-5.4x improvement. Prefill flips from penalty to bonus. RTX 5090 now matches RTX 4090 penalty levels. signalnine authored the kernel; TheTom collaborated on integration. Co-Authored-By: Tom Turney <tturney@psyguard.ai> Co-Authored-By: Claude Opus 4.6 (1M context) <noreply@anthropic.com>