ai hardware and software

https://charlie-wiki.win/index.php/How_to_Choose_the_Right_CPU_GPU_Solutions_for_Your_Workload

Modern AI hardware and software work together like a finely tuned engine; powerful GPUs and specialized chips handle the heavy number-crunching while clever code manages memory, schedules tasks, and optimizes learning. It's not just about raw speed anymore, but about how efficiently the software can wrangle the hardware to train massive models without melting down.