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@Shadowman311 I can't imagine accountants existing in 10 years.
Fable came out in July, the same month as K3 and Sol. Three months later we have Opus 5.5, Astra, and K3.1. The leap in capabilities in 2-3 months should shatter anyone's previously held expectations. DeepSeek v4.1 1017 is probably responsible for the surge in critical vulnerabilities and exposures this month, given the timing. Adoption is a slower phenomenon because it's social, but I think by next year we'll have another surge of adoption like we did with the advent of agentic coding this year, and labs will continue to rock serious fields in the same manner they've been rocking mathematics this year, and software in years past.

In other words, I don't think most people have a moat over 10 years, and no one has a moat over 20 years, and both those estimates are likely unreasonably conservative. My honest opinion is both those estimates can be cut by half.
@Griffith You're assuming our power infrastructure and compute capacity can keep up with demand, which it can't and it won't. Everytime a new data center gets announced the local power company shits themselves and for good reason. This "revolution" will end because we just do not possess the raw materials and energy capacity to keep up with it.
@Shadowman311 @Griffith SMRs aren't a silver bullet, but they have federal protection. We no longer have the forges for monolithic reactor vessels so welded SMRs are more or less all we can do in the nuclear arena. Less efficient due to the lower possible delta T but the only bandaid we can put on our current energy crisis

The bigger problem imo is transmission gear
@Shadowman311 @Griffith @Paultron There is at least one type of nuclear reactor design that literally cannot melt down. https://en.wikipedia.org/wiki/Pebble-bed_reactor#Safety
There are probably already several other types of nuclear reactor that literally cannot melt down, and there will probably be many more since there are "designs that are theoretically possible but not being actively considered or researched at present". https://en.wikipedia.org/wiki/Nuclear_reactor#By_generation

Essentially, the only nuclear reactors that can melt down are the ones that produce plutonium as a byproduct, and the only reason to create a nuclear reactor that produces plutonium is to use the plutonium to create nuclear weapons. If you live near a nuclear weapon factory that happens to also produce electricity that might be dangerous, but you can choose to live near a power plant that uses a nuclear reactor without also living near a nuclear weapon factory (at least if at least one of the "safe" type of nuclear power plant was built in the last few decades).

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