GPUs are still not going back down because the AI bubble is still inflating and our currency is increasingly worthless.
The idea of inelastic demand means that relief for oil prices comes much slower, because oil is required for everything. The price of GPUs would go down to equilibrium the instant more became available to the market, but oil will lag by a large margin.
It just means things won't get better anytime soon.