Why does Multi-Head Attention matter for AI governance?

The multi-head structure dramatically improves representational capacity compared to a single attention operation with the same total parameter count. Grouped-Query Attention and Multi-Query Attention are variants that share key and value projections across heads to reduce KV cache memory at inference, sacrificing a small amount of quality for substantial inference cost savings. Th