Very curious about the second order effects of the hundreds of billions poured into LLMs. Perhaps even if LLMs do not pan out, we will have a massive increase in green energy production, grid enhancements and a leap in capacity for general-purpose computing over the next few years? Or maybe that is my naive side talking...

You can't plug an H200 into your home desktop. Compute would be owned and rented out by server hosts.