
IF YOU ask the AI-powered chatbot ChatGPT what the rise of artificial intelligence means for humanityâs future, it proffers a measured response, concluding that âthe future of humanity with AI is not predetermined, and its impact will depend on how AI is developed, regulated, and integrated into various aspects of societyâ.
Sensible stuff but, letâs be honest, evasive. If you really want to get to grips with how the era of AI will pan out for us, you are better off asking and , computer scientists at the University of Texas at Austin and Harvard University, respectively. They have already gone to the trouble of boiling down the lengthy discourse on the matter to a handful of outcomes â and given each a whimsical name. âOur goal was to map out the scenarios that people are currently talking about,â says Aaronson.
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Discussing it at length over dinner, they ended up convinced that just five future worlds cover all the possible endpoints of our development of AI. The pair then wrote a post on Aaronsonâs blog, hoping that ââ would help people in the field talk meaningfully to each other about end goals and regulation. âWe took a humorous tone, but we are serious about trying to ground the debate,â says Barak.
Here, then, is a vaguely choose-your-own-adventure style exploration of their five worlds. It is a bit of fun, with the twist that, depending on how we play things, we could wind up in an AI-assisted utopiaâŚor wipe out humanity.
The journey to these five worlds begins with a simple question: will AIâs potential fizzle away to nothing? It doesnât seem that way at the moment, but the march of AI could plausibly be halted by its voracious hunger for resources. It is possible that all the electricity and water needed to run and cool AI servers will eventually bring about a ban on further development. Or we might run out of data on which to train future AI models, meaning the technology will never achieve the game-changing power it promises, creating a world Aaronson and Barak call AI-Fizzle. âI think this scenario is unlikely,â says Barak. âI believe that AI will change the world very significantly.â
AI dystopia
Assuming we donât end up in Fizzlandia, as one commentator described it, we have to face another question: does civilisation continue to develop in a recognisable way? If the answer is yes, Aaronson and Barak suggest we could end up in one of two further scenarios. One is good, and they call it Futurama after the animated TV series, which portrays a mostly positive future civilisation. The other, not so much. They call that AI-Dystopia.
AI-Dystopia is recognisable from countless science fiction stories, most famously George Orwellâs Nineteen Eighty-Four. Here, a government uses deep surveillance to extract unquestioning compliance from its citizens. Inequalities and biases become entrenched, the workplace is miserable and employees are poorly paid, apart from a tiny elite. âPeople have said that the scenario of Nineteen Eighty-Four was never really feasible because you could never have enough people watching all of the screens,â says Aaronson. âWith AI, that becomes possible.â
If we do arrive here, it wonât actually be AIâs fault, because powerful technology is only ever an amplifier of existing issues, he says. âSome people would say that we shouldnât create a technology if we know that it is going to be used to do bad things. But if youâre not going to invent anything that could be used for evil, you simply wonât invent anything.â
Barak is hoping that AIâs development leads to the better, Futurama-style eventuality. This is the best of all possible worlds, in his opinion. âItâs basically the scenario where things are like today, but better,â he says. Here, AI is used to reduce poverty and ensure that more of humanity has access to food, healthcare, education and economic opportunities. There might be occasional harm, caused by human malice or negligence, but human inhabitants of this world are likely to be pretty pleased with their lot, overall.

And it could get even better than that. Aaronson is hoping that he might one day exist in an AI-led utopia that he and Barak call Singularia. This will happen if AIâs impact is so profound that it renders our future world unrecognisable in a good way. Here, you will be living alongside AIs that are, effectively, a new super-intelligent species that takes over the running of civilisation. Luckily, they are benevolent gods, tolerant of the planetâs poor, puny humans. They solve our material problems, providing us with unlimited abundance, taking on many of our humdrum tasks and providing entertainment for our newly understimulated minds. âItâs effectively an AI-created heaven,â says Aaronson.
Lovely. But what if the all-powerful AIs arenât so generous? Welcome to Paperclipalypse. There is a good reason for this worldâs odd name. In 2003, mathematician and ethicist Eliezer Yudkowsky, co-founder of the Machine Intelligence Research Institute (MIRI) in California, described a thought experiment where humanity tasks an AI with improving the production of some innocuous thing â paper clips, say. If the specifications arenât properly thought through, the AI could end up wiping out humanity because our species was standing in the way of harvesting all Earthâs resources, and maybe those of other worlds, to make more and better paper clips.
Yudkowskyâs argument was more nuanced than that, but the general point is simple: it isnât difficult to imagine scenarios where creating AI might be the last thing we humans do. Hence, there is a need to think hard about what AIs are allowed to work on, their connection to physical resources such as power stations or nuclear weapons, and the transparency and accountability of their developers. We need to think quickly, too. âIt takes time to shift policy and regulation; the gears of government grind slowly,â says Gretta Duleba, communications manager at MIRI. âWe do worry that we will run out of time before meaningful legislation can be enacted.â
Aaronson and Barak, for their part, arenât too worried about the prospects of a Paperclipalypse. While Yudkowsky sees a catastrophic event as the most probable outcome, almost a default, of poorly conceived AI research, Aaronson thinks this is unlikely. Barak is a bit more circumspect: âI am not a believer in highly extreme things like Singularia or Paperclipalypse, but I do think itâs important to keep an open mind.â
That seems like a good idea â mostly to make sure that we are careful about âhow AI is developed, regulated, and integratedâ, as ChatGPT put it. If we arenât, we might find ourselves without any choice in how our choose-your-own-adventure with AI unfolds.
The truth is that even with well-intentioned regulation, it is entirely possible that we will end up in one of the AI-affected worlds we would rather avoid. In which case, we should also work out how to move between worlds. After all, we might someday want to find our way from AI-Dystopia to the Futurama scenario â or better still Singularia. âDo I want to live in a world with unbounded flourishing of sentient beings in whatever simulated paradise we want?â asks Aaronson. âYeah, Iâm pretty much in favour of that.â
Michael Brooks, for one, is wary of our coming AI overlords