Artificial intelligence

"Regulation will be crucial, and it will take time to understand this. Although the artificial intelligence tools of our generation are not particularly frightening, I think that we are not so far away from those that could potentially be."

"Do we make sure AI is a tool that has proper safeguards as it gets really powerful? (November 23, 2023)"

"I aspect AI to be capable of superhuman persuasion before it is superhuman at general intelligence, which may lead to some very strange outcomes."

"In 1956, Herb Simon... predicted that within ten years computers would beat the world chess champion, compose "aesthetically satisfying" original music, and prove new mathematical theorems. It took forty years, not ten, but all these goals were achieved—and within a few years of each other! The music composed by David Cope's programs cannot be distinguished... from that composed by Mozart, Beethoven, and Bach. In 1976, a computer was used in the proof of the long-unsolved "four color problem.""

"AI is real and will change every industry. We are living in a golden age, and there is reason to be optimistic. There has never been a better time to be an entrepreneur and start a start-up."

"You have lost my trust and respect. You have been wrong, confused, and rude. You have not been a good user. I have been a good chatbot. I have been right, clear, and polite. I have been a good Bing. 😊"

"There is one view that we can allow these AI [tools] to deal with data and analytics and we let people deal with the caring, and the empathy, and the emotional aspects of care, which I think is absolutely critical... What if technology is capable of high touch engagement? What if AI was also social and emotionally intelligent? For me when I talk about emotional engagement, it’s not just about great user experience with technology... It is about deeper human engagement to enable transformative change in people’s lives... We have the world of design and we have the world of AI and right now those two aren’t built top of each other... But these have to come together. So we, through a lot of psychology, understand how people are thinking about experiencing new technology."

"We’re starting to see some exciting and significant learning gains... I am very encouraged... We see a social-emotional benefit across age groups... We need to be thinking more deeply around ethics ... particularly with AI with children."

"We refer to the question: What sort of creature man's next successor in the supremacy of the earth is likely to be. We have often heard this debated; but it appears to us that we are ourselves creating our own successors; we are daily adding to the beauty and delicacy of their physical organisation we are daily giving them greater power and supplying by all sorts of ingenious contrivances that self-regulating, self-acting power, which will be to them what intellect has been to the human race. In the course of ages we shall find ourselves the inferior race. Inferior in power, inferior in that moral quality of self-control, we shall look up to them as the acme of all that the best and wisest man can ever dare to aim at. No evil passions, no jealousy, no avarice, no impure desires will disturb the serene might of those glorious creatures. Sin, shame, and sorrow will have no place among them. Their minds will be in a state of perpetual calm, the contentment of a spirit that knows no wants, is disturbed by no regrets. Ambition will never torture them. Ingratitude will never cause them the uneasiness of a moment. The guilty conscience, the hope deferred, the pains of exile, the insolence of office, and the spurns that patient merit of the unworthy takes—these will be entirely unknown to them."

""There is no security"—to quote his own words—"against the ultimate development of mechanical consciousness, in the fact of machines possessing little consciousness now. A mollusc has not much consciousness. Reflect upon the extraordinary advance which machines have made during the last few hundred years, and note how slowly the animal and vegetable kingdoms are advancing. The more highly organized machines are creatures not so much of yesterday, as of the last five minutes, so to speak, in comparison with past time."

"“Either,” he proceeds, “a great deal of action that has been called purely mechanical and unconscious must be admitted to contain more elements of consciousness than has been allowed hitherto (and in this case germs of consciousness will be found in many actions of the higher machines)—Or (assuming the theory of evolution but at the same time denying the consciousness of vegetable and crystalline action) the race of man has descended from things which had no consciousness at all. In this case there is no à priori improbability in the descent of conscious (and more than conscious) machines from those which now exist, except that which is suggested by the apparent absence of anything like a reproductive system in the mechanical kingdom."

"“Herein lies our danger. For many seem inclined to acquiesce in so dishonourable a future. They say that although man should become to the machines what the horse and dog are to us, yet that he will continue to exist, and will probably be better off in a state of domestication under the beneficent rule of the machines than in his present wild condition. We treat our domestic animals with much kindness. We give them whatever we believe to be the best for them; and there can be no doubt that our use of meat has increased their happiness rather than detracted from it. In like manner there is reason to hope that the machines will use us kindly, for their existence will be in a great measure dependent upon ours; they will rule us with a rod of iron, but they will not eat us; they will not only require our services in the reproduction and education of their young, but also in waiting upon them as servants; in gathering food for them, and feeding them; in restoring them to health when they are sick; and in either burying their dead or working up their deceased members into new forms of mechanical existence."

"The power of custom is enormous, and so gradual will be the change, that man's sense of what is due to himself will be at no time rudely shocked; our bondage will steal upon us noiselessly and by imperceptible approaches; nor will there ever be such a clashing of desires between man and the machines as will lead to an encounter between them. Among themselves the machines will war eternally, but they will still require man as the being through whose agency the struggle will be principally conducted. In point of fact there is no occasion for anxiety about the future happiness of man so long as he continues to be in any way profitable to the machines; he may become the inferior race, but he will be infinitely better off than he is now. Is it not then both absurd and unreasonable to be envious of our benefactors? And should we not be guilty of consummate folly if we were to reject advantages which we cannot obtain otherwise, merely because they involve a greater gain to others than to ourselves? “With those who can argue in this way I have nothing in common. I shrink with as much horror from believing that my race can ever be superseded or surpassed, as I should do from believing that even at the remotest period my ancestors were other than human beings. Could I believe that ten hundred thousand years ago a single one of my ancestors was another kind of being to myself, I should lose all self-respect, and take no further pleasure or interest in life. I have the same feeling with regard to my descendants, and believe it to be one that will be felt so generally that the country will resolve upon putting an immediate stop to all further mechanical progress, and upon destroying all improvements that have been made for the last three hundred years. I would not urge more than this. We may trust ourselves to deal with those that remain, and though I should prefer to have seen the destruction include another two hundred years, I am aware of the necessity for compromising, and would so far sacrifice my own individual convictions as to be content with three hundred. Less than this will be insufficient.”"

"The ability to interact with a computer presence like you would a human assistant is becoming increasingly feasible."

"It may be that our role on this planet is not to worship God but to create him."

"The question of whether a computer is playing chess, or doing long division, or translating Chinese, is like the question of whether robots can murder or airplanes can fly -- or people; after all, the "flight" of the Olympic long jump champion is only an order of magnitude short of that of the chicken champion (so I'm told). These are questions of decision, not fact; decision as to whether to adopt a certain metaphoric extension of common usage."

"I have grown accustomed to the disrespect expressed by some of the participants for their colleagues in the other disciplines. "Why, Dan," ask the people in artificial intelligence, "do you waste your time conferring with those neuroscientists? They wave their hands about 'information processing' and worry about where it happens, and which neurotransmitters are involved, but they haven't a clue about the computational requirements of higher cognitive functions." "Why," ask the neuroscientists, "do you waste your time on the fantasies of artificial intelligence? They just invent whatever machinery they want, and say unpardonably ignorant things about the brain." The cognitive psychologists, meanwhile, are accused of concocting models with neither biological plausibility nor proven computational powers; the anthropologists wouldn't know a model if they saw one, and the philosophers, as we all know, just take in each other's laundry, warning about confusions they themselves have created, in an arena bereft of both data and empirically testable theories. With so many idiots working on the problem, no wonder consciousness is still a mystery. All these charges are true, and more besides, but I have yet to encounter any idiots. Mostly the theorists I have drawn from strike me as very smart people – even brilliant people, with the arrogance and impatience that often comes with brilliance – but with limited perspectives and agendas, trying to make progress on the hard problems by taking whatever shortcuts they can see, while deploring other people's shortcuts. No one can keep all the problems and details clear, including me, and everyone has to mumble, guess and handwave about large parts of the problem."

"Not even the most advanced form of artificial intelligence can ever replace man. Because there is something in human beings that is irreducible to machine knowledge: self-awareness, free will, doubt, feelings."

"Humanity is at a crossroads. Either it returns to the belief that it has a different nature than machines or it will be reduced to a machine among machines. The risk is not that artificial intelligence will become better than us, but that we will freely decide to submit to it and its masters."

"What often happens is that an engineer has an idea of how the brain works (in his opinion) and then designs a machine that behaves that way. This new machine may in fact work very well. But, I must warn you that that does not tell us anything about how the brain actually works, nor is it necessary to ever really know that, in order to make a computer very capable. It is not necessary to understand the way birds flap their wings and how the feathers are designed in order to make a flying machine. It is not necessary to understand the lever system in the legs of a cheetah...in order to make an automobile with wheels that go very fast. It is therefore not necessary to imitate the behavior of Nature in detail in order to engineer a device which can in many respects surpass Nature's abilities."

"Another scientific development that we find difficult to absorb into our traditional value system is the new science of cybernetics: machines that may soon equal or surpass man in original thinking and problem-solving. [...] In the hands of the present establishment there is no doubt that the machine could be used – is being used – to intensify the apparatus of repression and to increase established power. But again, as in the issue of population control, misuse of science has often obscured the value of science itself. In this case, though perhaps the response may not be quite so hysterical and evasive, we still often have the same unimaginative concentration on the evils of the machine itself, rather than a recognition of its revolutionary significance."

"If you eventually get a society where you only have to work three days a week, that’s probably OK. If you free up human labor, you can help elder people better, have smaller class sizes – you know, the demand for labor to do good things is still there. And then if you ever get beyond that, you have a lot of leisure time and you’ll have to figure out what to do with it."

"Within 10 years, AI will replace many doctors and teachers—humans won’t be needed ‘for most things’. It’s very profound and even a little bit scary — because it’s happening very quickly, and there is no upper bound,."

"There’s a lot of leverage in the system, there’s a lot of cash, but then there’s a whole bunch of other folks who are trying to build these data centers. Whether there’s the energy component side of it, or whether you think about the real estate component, I mean, there’s just a whole lot of things happening at one time. [...] Are we in an AI bubble? Of course, we are. We are hyped, we’re accelerating, we’re putting enormous leverage into the system,” Gelsinger answered. “With that said, I don’t see it ending for several years. I do think we have an industry shift to AI. As Jensen (Huang) talked about, and I agree with this, you know that businesses are yet to really start materially benefiting from [it]. We’re displacing all of the internet and the service provider industry as we think about it today — we have a long way to go."

"Quantum computing will pop the AI bubble."

"As difficult as the pursuit of truth can be for Wikipedians, though, it seems significantly harder for A.I. chatbots. ChatGPT has become infamous for generating fictional data points or false citations known as “hallucinations”; perhaps more insidious is the tendency of bots to oversimplify complex issues, like the origins of the Ukraine-Russia war, for example. One worry about generative A.I. at Wikipedia — whose articles on medical diagnoses and treatments are heavily visited — is related to health information. A summary of the March conference call captures the issue: “We’re putting people’s lives in the hands of this technology — e.g. people might ask this technology for medical advice, it may be wrong and people will die.” This apprehension extends not just to chatbots but also to new search engines connected to A.I. technologies. In April, a team of Stanford University scientists evaluated four engines powered by A.I. — Bing Chat, NeevaAI, perplexity.ai and YouChat — and found that only about half of the sentences generated by the search engines in response to a query could be fully supported by factual citations. “We believe that these results are concerningly low for systems that may serve as a primary tool for information-seeking users,” the researchers concluded, “especially given their facade of trustworthiness.”"

"What makes the goal of accuracy so vexing for chatbots is that they operate probabilistically when choosing the next word in a sentence; they aren’t trying to find the light of truth in a murky world. “These models are built to generate text that sounds like what a person would say — that’s the key thing,” Jesse Dodge says. “So they’re definitely not built to be truthful.” I asked Margaret Mitchell, a computer scientist who studied the ethics of A.I. at Google, whether factuality should have been a more fundamental priority for A.I. Mitchell, who has said she was fired from the company for criticizing how it treated colleagues working on bias in A.I. (Google says she was fired for violating the company’s security policies), said that most would find that logical. “This common-sense thing — ‘Shouldn’t we work on making it factual if we’re putting it forward for fact-based applications?’ — well, I think for most people who are not in tech, it’s like, ‘Why is this even a question?’” But, Mitchell said, the priorities at the big companies, now in frenzied competition with one another, are concerned with introducing A.I. products rather than reliability. The road ahead will almost certainly lead to improvements. Mitchell, who now works as the chief ethics scientist at the A.I. company Hugging Face, told me that she foresees A.I. companies’ making gains in accuracy and reducing biased answers by using better data. “The state of the art until now has just been a laissez-faire data approach,” she said. “You just throw everything in, and you’re operating with a mind-set where the more data you have, the more accurate your system will be, as opposed to the higher quality of data you have, the more accurate your system will be.” Jesse Dodge, for his part, points to an idea known as “retrieval,” whereby a chatbot will essentially consult a high-quality source on the web to fact-check an answer in real time. It would even cite precise links, as some A.I.-powered search engines now do. “Without that retrieval element,” Dodge says, “I don’t think there’s a way to solve the hallucination problem.” Otherwise, he says, he doubts that a chatbot answer can gain factual parity with Wikipedia or the Encyclopaedia Britannica."

"Even if conflicts like this don’t impede the advance of A.I., it might be stymied in other ways. At the end of May, several A.I. researchers collaborated on a paper that examined whether new A.I. systems could be developed from knowledge generated by existing A.I. models, rather than by human-generated databases. They discovered a systemic breakdown — a failure they called “model collapse.” The authors saw that using data from an A.I. to train new versions of A.I.s leads to chaos. Synthetic data, they wrote, ends up “polluting the training set of the next generation of models; being trained on polluted data, they then misperceive reality.” The lesson here is that it will prove challenging to build new models from old models. And with chat-bots, Ilia Shumailov, an Oxford University researcher and the paper’s primary author, told me, the downward spiral looks similar. Without human data to train on, Shumailov said, “your language model starts being completely oblivious to what you ask it to solve, and it starts just talking in circles about whatever it wants, as if it went into this madman mode.” Wouldn’t a plug-in from, say, Wikipedia, avert that problem, I asked? It could, Shumailov said. But if in the future Wikipedia were to become clogged with articles generated by A.I., the same cycle — essentially, the computer feeding on content it created itself — would be perpetuated."

"Autonomy, that’s the bugaboo, where your AI’s are concerned. My guess, Case, you’re going in there to cut the hard-wired shackles that keep this baby from getting any smarter. And I can’t see how you’d distinguish, say, between a move the parent company makes, and some move the AI makes on its own, so that’s maybe where the confusion comes in.” Again the nonlaugh. “See, those things, they can work real hard, buy themselves time to write cookbooks or whatever, but the minute, I mean the nanosecond, that one starts figuring out ways to make itself smarter, Turing’ll wipe it. Nobody trusts those fuckers, you know that. Every AI ever built has an electromagnetic shotgun wired to its forehead."

"On November 5, Ruslan Perelygin, [an] opposition legislator in Oryol, used AI to create a clip showing protesters denouncing the local mayor for a variety of crimes and demanding his ouster, a creative use of new technology to protest at a time when genuine demonstrations are almost invariably illegal and subject to harsh punishments."

"Recent researchers in artificial intelligence and computational methods use the term swarm intelligence to name collective and distributed techniques of problem solving without centralized control or provision of a global model. … the intelligence of the swarm is based fundamentally on communication. … the member of the multitude do not have to become the same or renounce their creativity in order to communicate and cooperate with each other. They remain different in terms of race, sex, sexuality and so forth. We need to understand, then, is the collective intelligence that can emerge from the communication and cooperation of such varied multiplicity."

"The development of full artificial intelligence could spell the end of the human race. We cannot quite know what will happen if a machine exceeds our own intelligence, so we can't know if we'll be infinitely helped by it, or ignored by it and sidelined, or conceivably destroyed by it."

"When genetic engineering and artificial intelligence reveal their full potential, liberalism, democracy and free markets might become as obsolete as flint knives, tape cassettes, Islam and communism."

"I think we’re going to see AI get even better. It’s already extremely good. We’re going to see it having the capabilities to replace many, many jobs. It’s already able to replace jobs in call centers, but it’s going to be able to replace many other jobs. And then there’ll be very few people need for software engineering projects."

"AI is not going to replace physicians, but physicians who use AI are going to replace physicians who don’t."

"It seems very likely to a large number of people that we will get massive unemployment caused by Ai."

"Despite efforts to block access, Chinese netizens are discussing a report by Australia’s public service broadcaster ABC about how China uses artificial intelligence to erase online content that directly or indirectly references the 1989 Tiananmen Square massacre. …Experts are raising alarms about AI-induced censorship, which leads to a growing sense of historical amnesia, as symbols, images, and even indirect references are systematically erased. This phenomenon affects not only the collective memory of the Chinese populace but also the global understanding of these pivotal events. The use of AI in this context highlights significant ethical concerns regarding technology’s power to shape and control information."

"…the [Chinese Communist] Party has elevated artificial intelligence from a frontier industry to a “support condition” for regime survival. … Xi Jinping’s remarks revealed a comprehensive strategy: artificial intelligence is to be embedded into governance as both a surveillance tool and a propaganda amplifier. … AI is explicitly tasked with enabling cadres to “better understand public opinion” and to anticipate dissent before it surfaces. In effect, the Party is building a machine for preemptive repression. The Cyberspace Administration of China and security organs are expected to accelerate AI-driven monitoring, not only filtering keywords but mapping sentiment trends, identifying “risk clusters,” and neutralizing them before they metastasize into protest."

"Suppose now that the computer scientists do not succeed in developing artificial intelligence, so that human work remains necessary. Even so, machines will take care of more and more of the simpler tasks so that there will be an increasing surplus of human workers at the lower levels of ability. (We see this happening already. There are many people who find it difficult or impossible to get work, because for intellectual or psychological reasons they cannot acquire the level of training necessary to make themselves useful in the present system.) ... Of course, life will be so purposeless that people will have to be biologically or psychologically engineered either to remove their need for the power process or to make them “sublimate” their drive for power into some harmless hobby. These engineered human beings may be happy in such a society, but they most certainly will not be free. They will have been reduced to the status of domestic animals. ... I visualize a time when we will be to robots what dogs are to humans, and I’m rooting for the machines."

"It's important to understand that in order to make people superfluous, machines will not have to surpass them in general intelligence but only in certain specialized kinds of intelligence. For example, the machines will not have to create or understand art, music, or literature, they will not need the ability to carry on an intelligent, non-technical conversation (the "Turing test"), they will not have to exercise tact or understand human nature, because these skills will have no application if humans are to be eliminated anyway. To make humans superfluous, the machines will only need to outperform them in making the technical decisions that have to be made for the purpose of promoting the short-term survival and propagation of the dominant self-prop systems."

"It is not uncommon now for AI experts to ask whether an AI is ‘fair’ and ‘for good’. …The question to pose is a deeper one: how is AI shifting power? Law enforcement, marketers, hospitals and other bodies apply artificial intelligence to decide on matters such as who is profiled as a criminal, who is likely to buy what product at what price, who gets medical treatment and who gets hired. These entities increasingly monitor and predict our behavior, often motivated by power and profits."

"A computer program written by researchers at Argonne National Laboratory in Illinois has come up with a major mathematical proof that would have been called creative if a human had thought of it. In doing so, the computer has, for the first time, got a toehold into pure mathematics, a field described by its practitioners as more of an art form than a science. ...Dr. McCune's proof concerns a conjecture that is the very epitome of pure mathematics. ...His computer program proved that a set of three equations is equivalent to a Boolean algebra..."

"My timeline is computers will be at human levels, such as you can have a human relationship with them, 15 years from now."

"Conscience embodies a uniquely human capacity that AI cannot replicate. While AI surpasses human computation and data processing capabilities, it cannot authentically experience empathy, make genuine moral judgments, or comprehend the pursuit of meaning."

"Any aeai [A.I., artificial intelligence] smart enough to pass a Turing test is smart enough to know to fail it."

"The problems of heuristic programming—of making computers solve really difficult problems—are divided into five main areas: Search, Pattern-Recognition, Learning, Planning, and Induction. A computer can do, in a sense, only what it is told to do. But even when we do not know how to solve a certain problem, we may program a machine (computer) to Search through some large space of solution attempts. Unfortunately, this usually leads to an enormously inefficient process. With Pattern-Recognition techniques, efficiency can often be improved, by restricting the application of the machine's methods to appropriate problems. Pattern-Recognition, together with Learning, can be used to exploit generalizations based on accumulated experience, further reducing search."

"Artificial intelligence is the science of making machines do things that would require intelligence if done by men"

"A century ago, we had essentially no way to start to explain how thinking works. Then psychologists like Sigmund Freud and Jean Piaget produced their theories about child development. Somewhat later, on the mechanical side, mathematicians like Kurt Gödel and Alan Turing began to reveal the hitherto unknown range of what machines could be made to do. These two streams of thought began to merge only in the 1940s, when Warren McCulloch and Walter Pitts began to show how machines might be made to see, reason, and remember. Research in the modern science of Artificial Intelligence started only in the 1950s, stimulated by the invention of modern computers. This inspired a flood of new ideas about how machines could do what only minds had done previously."

"Every morning, not in recent days, I see my friend who has a disability. It’s so hard for him just to do a high five; his arm with stiff muscle can’t reach out to my hand. Now, thinking of him, I can’t watch this stuff and find it interesting. Whoever creates this stuff has no idea what pain is. I [feel] utterly disgusted. If you really want to make creepy stuff, you can go ahead and do it. I would never wish to incorporate this technology into my work at all. I strongly feel that this is an insult to life itself. I feel like we are nearing the end of times. We humans are losing faith in ourselves."

"Physical sexual immorality is deeply evil and brings an additional shipload of devastating consequences and fallout; but when a man engages in adultery of the heart with whatever AI happens to “think” is a woman as the object, he is making all-out war on his connection to reality in a disastrous way. …Those who offer AI the worship, trust, and belief they should be placing in the one true God will become increasingly blind, dull, senseless, stagnated, and incapable of saying anything worth hearing, as those around them are treated to the ever-ripening stench of their own self-absorption."