The next AI breakthrough may not be a bigger model.

It may be better reasoning per token.

If AI can solve harder problems with fewer computational resources, the impact goes beyond benchmarks.

Lower cost.
Faster inference.
More capable agents.
More useful AI products.

Efficiency could become the next major battleground in AI.