The interesting shift in AI hardware is that there probably

The interesting shift in AI hardware is that there probably isn’t going to be one “best” chip anymore. Edge devices need tiny, power-efficient models running locally, data centers keep leaning into mixed CPU/GPU/accelerator setups, and quantum systems are starting to plug into HPC stacks instead of living in isolated research demos. The common thread is specialization — moving data efficiently is becoming just as important as raw compute.