General purpose CPUs have been complemented with special purpose hardware accelerators since soon after they made an entrance on the consumer market.
The first PC in my childhood home had a math co-processor, and no gamer today would run a system without a dedicated graphics card with a GPU.
With the emergence of AI, the need for a new type of special purpose hardware accelerator is rising; an AI-chip specially designed to run deep neural nets.