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The AI bubble will burst eventually, and prices will come crashing down. In the big picture, prices (in constant currency) will likely go lower than they were before this big run-up, because of the increases in manufacturing capacity coming online now and in the near future.

The same will probably be true of RAM and graphics cards, so long as the AI bubble bursting does not coincide with another big crypto boom.