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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.
@Griffith @Shadowman311 accountants can still exist because there's no mechanical test for an allocation of money being wise, what few mechanical tests there are have already been automated. Programming has *enormous* advantages that are also nearly completely unique, that make AI useful for it.

When time travel's invented and the universe can be rolled back upon you losing money, and claude can spend a few tokens to drive that with a cli tool, not only accounts but also novelists and everything else can killed as a job. "Grok, give me a best-seller horror novel for women" can keep rolling the universe back until a book actually becomes a best-seller.
@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 If the US AI project does get hard bottlenecked by infrastructure in 2028 with no feasible solution, and RSI or the impact of RSI becomes infeasible because of that, we'll still have good models. The Chinese will win the AI race, but the revolution as a whole will be able to leapfrog the American bottleneck. It won't end there, in other words.
@Griffith @Shadowman311 I doubt it. Accounting isn't about doing math and being a mechanical counter of money, at the highest level. Accountants are legally liable agents. A corporation offloading that legal accountability and legal firewall that protects the company to an LLM is retarded.
Most small businesses already do software accounting by owner so the legal burden was already on them so nothing would really change if Joe's Plumbing used LLM accounting, assuming it is legal, however.
@Griffith @Shadowman311 likewise the internet's still around after the dotcom bubble. Likewise people (faggots) are still using homes as investments after the subprime mortgage crisis - and thanks to Obama, the same financial schemes are all back again and will be part of the current bubble collapsing.

That inflation siphons money from old useless boomers, making them eat cat food, to the benefit of innovators who can force a bunch of innovation which persists even after a crash, is an argument for the current system. It's nicer than forcing innovation with war, right?
@Shadowman311 @Paultron Structurally, the purpose of SMRs is to power the data centers into the 2030's, because the bottlenecks will appear before then and everyone knows it. Musk knows it too, which is the aim of his datacenters in space plan. By 2030, realistically the Chinese surge ahead of us in infrastructure, but that's the plan if the race has to go beyond the next two years, which is what Dario is trying to sidestep. Dario is an "RSI soon" guy. Transmission will be a problem for communities around the SMRs, not the data centers themselves.
@Shadowman311 @Paultron @Griffith Believe it or not, the transmission bottleneck is actually going to benefit SMR development bigly, and quite soon. Ink is already dry on a contract between one of the big data center operators and an SMR builder in final approval stages for commercial SMRs. I can only speculate on how the deal actually came about but I can tell on the why:
It's been common practice for data center operators to subsidize entire transmission stations in exchange for minimum capacity guarantees, but lately operators have been reneging on fairly standard deals in the final stages of approval, killing some of these infrastructure projects which usually wind up bringing tangible long term benefits to small municipalities with floundering industry. Grid operators are effectively vaporizing contracts with the support and protection of the local governments thanks to the "We don't want Data Centers!" cities, who are very soon going to be getting exactly what they're asking for.
@Griffith @Shadowman311 Corperate jobs will die hopefully, cleaning up the mess of boomers left behind: paving roads that last exactly for as many years as they are alive, going into failed cities like Detroit, taking those 1$ houses into livable states, the black mold, rediscovering how a legal system should work; etc.
When the real work gets paid whats its worth, there will be allot to do.
@Griffith @Shadowman311 Can an AI testify in court is not a question of "is it good enough", as an accountant may need to do. An AI is not capable of testifying by nature of it not being an entity with its own memories that come from its own observation separate from information fed to it, let alone its non-personhood. Please stop confusing Sci-Fi fantasies of AI with what an LLM is.
@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).