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HPC-Ops Top-K is presented, a sample-guided exact selector for ragged sparse-attention score rows that outperforms the fastest verified external exact baseline and outperforms the fastest verified external exact baseline on indexer scores from Hy4-Preview.
Specula uncovers deep bugs in system code that traditional methods often miss, revolutionizing formal specification generation.