AI scaling shifts attention from models to the full stack

What happened

The competitive frontier now includes inference efficiency, memory bandwidth, power availability, and the software that coordinates large deployments.

Why it matters

The winners may be defined by operating economics rather than benchmark scores alone. Bottlenecks in the surrounding system can set the pace for every model launch.