Why does Self-Attention matter for AI governance?

The mechanism's compute and memory cost is quadratic in sequence length, which historically limited context windows; FlashAttention, sparse attention, and linear attention variants address this scaling. Multi-head attention runs many self-attention operations in parallel with different projection matrices, letting the model attend to different aspects of the input simultaneously. The plat