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Elon Musk’s artificial intelligence startup xAI is burning through $1 billion a month as the cost of building its advanced AI models

https://www.bloomberg.com/news/articles/2025-06-17/musk-s-xai-burning-through-1-billion-a-month-as-costs-pile-up
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I find it really productive to think about different types of AI/ML using one of Whitehead's approaches. For example, he describes three elements of any event: physical prehension (objective data), cognitive prehension (eternal possibilities), decision. Implicitly, when we talk about an agent, the fourth element is realization, i.e. action on the decision. (upd. he also has _subjective aim_, which is the target of the decision).

Each of these elements carries modes of interaction that are fundamentally different for humans and ML. First of all, physical prehension, i.e. awareness of the world, involves radically different sensory methods. Furthermore, while human awareness relies on analog biological, evolutionary fixed senses, ML can access digital non-biological signals. Further, its awareness can be retrained on new data gathering methods. Moreover, various types of ML can be trained and retrained on new senses just like we train dogs for tracking. The possibilities for creating new types of world awareness are mind boggling.

Etc, etc, etc.

Also, Whitehead's theology is highly applicable to this subject, but I'd need more time to study and think about it.

upd: transparency of prehension would be a good topic on which to "compare and contrast"
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Among other things, the ant solution to the grain sorting problem given to Psyche by Aphrodite can be modeled as a replacement of an Inert with an Active. The same applies to the Trasnsformer solution of the translation problem, etc.

upd. the Odysseus solution to the Sirens problem also fits the pattern
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How do we measure fitness of a technology startup as a function of time/stage? Rapid positive changes in fitness would be considered value inflection points.

Also, rapid changes in fitness due to new entrants can be easily detected. For example, in the Three Little Pigs story, the appearance of the wolf impacts fitness distribution and as a result changes ROI of house-construction tech.
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About the Grimm Brothers:
“In 1812, the first edition of their anthology, comprising eighty-six stories, came out in an edition of 600, with an apparatus of notes running to hundreds of pages. It was not really intended to be read for pleasure at all by the children and households of its title; it was a learned work setting out to reconfigure the cultural history of Germany along lines that would emancipate it from the monopoly of classical and French superiority. Yet this collection—by the final, standard edition of 1857 the number of tales had grown to 210—was to become the most widely translated work in the world after the Bible and the Qur’an, rendered into more than 160 languages so far, including Xhosa and Tagalog, and still counting.”
...
"Germany wasn’t yet Germany. It was a congeries made up of dozens of principalities and archdukedoms, free Hanseatic ports and archbishoprics. History shows us that the modern nation-state develops long after a national culture and its language: think of Italy and of Dante, writing five hundred years before Italian unification. For centuries, “most of the peninsula had been under German or Austrian or Spanish rule, while the Renaissance, indisputably Italian, was influencing the whole world. The Grimms were living in a time of turmoil and bloodshed. ”
...
“One response to humiliation is to assert cultural riches and distinctiveness, even pre-eminence. ”

--- Warner, Marina;. “Once upon a Time."
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Philosophy can exclude nothing.

...before the work of systematization commences, there is a previous task—a very necessary task if we are to avoid the narrownesses inherent in all finite systems... [this] primary stage can be termed 'assemblage'.

...the philosophic process of assemblage should have received some attention from every educated mind, in its escape from its own specialism.

In Western Literature there are four great thinkers, whose services to civilized thought rest largely upon their achievements in philosophical assemblage; though each of them made important contributions to the structure of philosophic system. These men are Plato, Aristotle, Leibniz, and William James.
...
William James, essentially a modern man. His mind was adequately based upon the learning of the past. But the essence of his greatness was his marvellous sensitivity to the ideas of the present. He knew the world in which he lived, by travel, by personal relations with its leading men, by the variety of his own studies. He systematized; but above all he assembled. His intellectual life was one protest against the dismissal of experience in the interest of system. He had discovered intuitively the great truth with which modern logic is now wrestling.
...
One characteristic of the primary mode of conscious experience is its fusion of a large generality with an insistent particularity.
...
In order to acquire learning, we must first shake ourselves free of it. We must grasp the topic in the rough, before we smooth it out and shape it. For example, the mentality of John Stuart Mill was limited by his peculiar education which gave him system before any enjoyment of the relevant experience. Thus his systems were closed. We must be systematic; but we should keep our systems open. In other words, we should be sensitive to their limitations. There is always a vague 'beyond', waiting for penetration in respect to its detail.

--- Whitehead.
https://brocku.ca/MeadProject/Whitehead/Whitehead_1938/1938_01.html
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Особенность современного российского фашизма в том, что он вырос в богатом государстве, которое населяют сравнительно бедные граждане. Для иллюстрации: до войны Газпром был чуть ли не в первой пятерке самых прибыльных компаний мира. Если добавить сюда Роснефть и другие госкомпании, то -чистый- годовой доход корпорации "РФ" можно было бы оценить в сотни миллиардов долларов. Тут еще надо добавить, что доля доходов труда в ВВП России (~40%) была и остается существенно ниже, чем в развитых странах (~60% США и ЕС, 56% – Япония). Плюс закредитованность населения, что делает его еще беднее.

Одним из основных признаков фашистских режимов обычно считается мобилизация общества. В России ее вроде бы нет. Но если считать мобилизацию всего лишь функцией необходимой для выполнения военных, экономических и политических целей власти, то станет понятно, что такая функция может быть выполнена (implemented) разными способами. В бедном государстве она традиционно выполнялась за счет комбинации репрессий и идеологической накачки. Так дешевле, да и другого выхода не было из-за нехватки ресурсов.

Основная инновация российского фашизма в том, что власть на переходном этапе смогла сравнительно дешево купить у своих бедных граждан функцию мобилизации. Пока ей хватает денег и других ресурсов, власть будет работать над эффективностью военно-репрессивного аппарата, пробуя и отрабатывая при этом механизмы идеологической накачки, в первую очередь фокусируясь на детях и молодежи.
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Today was a strange day. One startup founder said that they made "one of the biggest discoveries in oncology." Another startup founder didn't say anything, which told us that they were going under in a couple of months or so. I guess I should be happy for the humanity at large.
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“Yet no nanocomputer or other complex circuit was built for a decade and a half. [32]  We had the devices. What we do not have, still, is simply the infrastructure that macroscopic technology takes for granted: the ability to sort and test parts; to cut and join materials; to create frameworks that can hold devices in designed relationships, and the ability to place parts into such frameworks.”

J Storrs Hall. “Where Is My Flying Car?: A Memoir of Future Past.”
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“The one area where progress continued most robustly — Moore’s Law in computing and communications —was the one where energy was not a major concern. ”

J Storrs Hall. “Where Is My Flying Car?: A Memoir of Future Past.”
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-- Reijers, Coeckelbergh, 2020.
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In the end an edifice of knowledge was erected that nobody had really foreseen or intended. Indeed, it stood in opposition to the anticipations and intentions of the individuals who had helped build it. For Wassermann and his co-workers shared a fate in common with Columbus. They were searching for their own "India" and were convinced that they were on the right course, but they unexpectedly discovered a new "America.
...
What they achieved was not even their goal. They wanted evidence for an antigen or an amboceptor. Instead, they fulfilled the ancient wish of the collective: the demonstration of syphilitic blood.

--- Ludwik Fleck, Genesis and Development of a Scientific Fact.
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We must object in principle that nobody has either a feeling for, or knowledge of, what physically is possible or impossible. What we feel to be an impossibility is actually mere incongruence with our habitual thought style.
...

fundamentally new facts can be discovered only through new thinking.

--- Ludwik Fleck, Genesis and development of scientific fact.


crazy vs stupid.
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ML-assisted perception is becoming routine. In the 21st century, the technology revolution that started with X-rays is going to help humanity overcome severe limitations imposed on inference-making by human senses.
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Ответы волка на вопросы Красной Шапочки были новой информацией, но не новым знанием. Знание появилось только после того, как он ее съел.

После начала войны у нас не стало намного больше информации о России. Но прибавилось огромное знание о ней. Информацию можно было игнорировать, а знание - нет. The asymmetry between past and present knowledge is dramatic.

В определенной степени это относится к переходу from Google to the so-called generative AI.
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To make a Secondary World inside which the green sun will be credible, commanding Secondary Belief, will probably require labour and thought, and will certainly demand a special skill, a kind of elvish craft.
...
A reason, more important, I think, than the inadequacy of stage-effects, is this: Drama has, of its very nature, already attempted a kind of bogus, or shall I say at least substitute, magic: the visible and audible presentation of imaginary men in a story. That is in itself an attempt to counterfeit the magician's wand.
...
if you prefer Drama to Literature (as many literary critics plainly do), or form your critical theories primarily from dramatic critics, or even from Drama, you are apt to misunderstand pure story-making, and to constrain it to the limitations of stage-plays. You are, for instance, likely to prefer characters, even the basest and dullest, to things. Very little about trees as trees can be got into a play.


J.R.R. Tolkien, Of Fairy Stories.

It's probably not a coincidence that flourishing of Fantasy in movies is happening alongside major technological advances in audio-video. Paradoxically, technology enables magic.
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“I like to use a different metaphor: a garden.
...
On the day you’re born, you’re given a little plot of rich and fertile soil, slightly different from everyone else’s. And right away, your family and your culture start to plant things and tend the garden for you, until you’re old enough to take over its care yourself. They plant language and attitudes and knowledge about love and safety and bodies and pleasure. And they teach you how to tend your garden, because as you transition through adolescence into adulthood, you’ll take on full responsibility for its care.
And you didn’t choose any of that. You didn’t choose your plot of land, the seeds that were planted, or it with something healthier, something we choose for ourselves.”

--- Emily Nagoski. “Come As You Are.”

I remember few years ago professor Searle told us that a language to talk about sex for normal people did not exist yet. He said we had a choice between either a cold medical jargon or an obscenity-laced fraternity speak; therefore, he claimed a quality conversation about sex was practically impossible.

This book shows that over the last decade such language has been created. Now, it's possible to see how sex ed can succeed, starting with the current generation of parents and educators.
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Physicist Susskind calls this state diagram "a bad law" because it doesn't preserve information. To generalize a bit: as scientists physicists study and teach "good laws." By contrast, most of what life scientists study and represent are bad laws because a living organism oozes information that's is never stored. If we think that a cell is the unit of biology, imagine how much data we'd have to record in order to preserve all states of e.g. a cancer cell in a living body.

People place so much hope into genetics because it appears to be one of the few "good laws" in biology and we, being taught as physicists, know how to study and teach them. Obviously, genetics is too coarse-grained to adequately represent a living organism. The nature, or at least the promise, of the current technological revolution is to move deeper into life, by capturing and recording(!) lots of biological data. This confluence of biology and computer sciences can enable us to discover new good laws and learn haw to make relevant predictions closer to the pulse of life. In an imperfect analogy, we are still inventing accounting methods that eventually revolutionized business practices.

Read more... )

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