Why Your Sparse Attention Model Is Still Slow at Long Context — and What PIVOT Does Differently

You switched to sparse attention. You followed the DeepSeek-V3.2 architecture. You even tuned your top-k carefully. Yet at 128K context, inference is still painfully slow. The culprit isn't where you