This is the danger of being informed only by sensational headlines. Nvidia's stock has fully recovered and is again near an all-time high. You seem to be generalizing about "Tech CEOs" — but in this case, GPUs are the advantage. They are necessary to achieve the outcome, and yet they are severely supply constrained. It's smart to overpay now.
Apple did something similar with NAND storage for the iPad mini. They took a bet that could have been wrong. It was not wrong. Competitors had a hard time because of it.