NVIDIA just published a paper that should make every software engineer pause. Their system — called AVO (Agentic Variation Operators) — ran autonomously for 7 days on a Blackwell B200 GPU, optimizing attention kernels with zero human intervention. The result: it outperformed NVIDIA's own cuDNN library by 3.5% and FlashAttention-4 by 10.5%.

The...