Why Attention Becomes the Bottleneck — And How Efficient Attention Fixes It

Your model got smarter. But suddenly it got slower. Why does increasing context length explode compute? Because attention is O(n²). And that becomes the real bottleneck in modern LLMs. Attention compares every token with every other token. That is powerful. But it is expensive. Efficient Attention m