Ideally the increased demand from to crypto-mania would be channeled to fund R&D for Graphics & AI chips but AFAIK its mostly the middlemen (distributors and retailers) who pocket these premiums.
The more difficult the hash the stronger the given blockchain. Faster chips is not what users of crypto benefit from, we want larger networks of chips no more powerful than those imagined by the blockchain creators.