(Roughly) Daily

Posts Tagged ‘intelligence

“It takes something more than intelligence to act intelligently”*…

AI isn’t human, but that doesn’t mean, Nathan Gardels argues (citing three recent essays in Noema, the magazine that he edits), that it cannot be intelligent…

As the authors point out, “the dominant technique in contemporary AI is deep learning (DL) neural networks, massive self-learning algorithms which excel at discerning and utilizing patterns in data.”

Critics of this approach argue that its “insurmountable wall” is “symbolic reasoning, the capacity to manipulate symbols in the ways familiar from algebra or logic. As we learned as children, solving math problems involves a step-by-step manipulation of symbols according to strict rules (e.g., multiply the furthest right column, carry the extra value to the column to the left, etc.).”

Such reasoning would enable logical inferences that can apply what has been learned to unprogrammed contingencies, thus “completing patterns” by connecting the dots. LeCun and Browning argue that, as with the evolution of the human mind itself, in time and with manifold experiences, this ability may emerge as well from the neural networks of intelligent machines.

“Contemporary large language models — such as GPT-3 and LaMDA — show the potential of this approach,” they contend. “They are capable of impressive abilities to manipulate symbols, displaying some level of common-sense reasoning, compositionality, multilingual competency, some logical and mathematical abilities, and even creepy capacities to mimic the dead. If you’re inclined to take symbolic reasoning as coming in degrees, this is incredibly exciting.”

The philosopher Charles Taylor associates the breakthroughs of consciousness in that era with the arrival of written language. In his view, access to the stored memories of this first cloud technology enabled the interiority of sustained reflection from which symbolic competencies evolved.

This “transcendence” beyond oral narrative myth narrowly grounded in one’s own immediate circumstance and experience gave rise to what the sociologist Robert Bellah called “theoretic culture” — a mental organization of the world at large into the abstraction of symbols. The universalization of abstraction, in turn and over a long period of time, enabled the emergence of systems of thought ranging from monotheistic religions to the scientific reasoning of the Enlightenment.

Not unlike the transition from oral to written culture, might AI be the midwife to the next step of evolution? As has been written in this column before, we have only become aware of climate change through planetary computation that abstractly models the Earthly organism beyond what any of us could conceive out of our own un-encompassing knowledge or direct experience.

For Bratton and Agüera y Arcas, it comes down in the end to language as the “cognitive infrastructure” that can comprehend patterns, referential context and the relationality among them when facing novel events.

“There are already many kinds of languages. There are internal languages that may be unrelated to external communication. There are bird songs, musical scores and mathematical notation, none of which have the same kinds of correspondences to real-world referents,” they observe.

As an “executable” translation of human language, code does not produce the same kind of intelligence that emerges from human consciousness, but is intelligence nonetheless. What is most likely to emerge in their view is not “artificial” intelligence when machines become more human, but “synthetic” intelligence, which fuses both.

As AI further develops through human prompt or a capacity to guide its own evolution by acquiring a sense of itself in the world, what is clear is that it is well on the way to taking its place alongside, perhaps conjoining and becoming synthesized with, other intelligences, from homo sapiens to insects to forests to the planetary organism itself…

AI takes its place among and may conjoin with other multiple intelligences: “Cognizant Machines: A What Is Not A Who.” Eminentl worth reading in full both the linked essay and the articles referenced in it.

* Dostoyevsky, Crime and Punishment

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As we make room for company, we might recall that it was on this date in 1911 that a telegraph operator in the 7th floor of The New York Times headquarters in Times Square sent a message– “This message sent around the world”– that left at 7:00p, traveled over 28,000 miles, and was relayed by 16 different operators. It arrived back at the Times only 16.5 minutes later.

The “around the world telegraphy” record had been set in 1903, when President Roosevelt celebrated the completion of the Commercial Pacific Cable by sending the first round-the-world message in just 9 minutes. But that message had been given priority status; the Times wanted to see how long a regular message would take — and what route it would follow.

The building from which the message originated is now called One Times Square and is best known as the site of the New Year’s Eve ball drop.

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Written by (Roughly) Daily

August 20, 2022 at 1:00 am

“Homo sapiens, the only creature endowed with reason, is also the only creature to pin its existence on things unreasonable”*…

We appeared 800,000-300,000 years ago, or in the last 1.5%-5.3% of hominid history

How, Sarah Constantin asks, did we humans get so smart?

If you zoom way out and look at the history of life on Earth, humans evolved incredibly recently. The Hominidae — the family that includes orangutans, chimpanzees, bonobos, gorillas, and humans — only arose 20 million years ago, in the most recent 0.5% of evolutionary history.

Within the Hominidae, in turn, Homo sapiens is a very recent development [see image at top]. We appeared 800,000-300,000 years ago, or in the last 1.5%-5.3% of hominid history.

If you look at early hominid “technological” milestones like tool use or cooking, though, they’re a lot more spread out over time. That’s interesting.

There’s nothing to suggest that a single physical change in brains should have given us both tool use and fire, for instance; if that were the case, you’d expect to see them show up at the same time.

Purposeful problem-solving behaviors like tool use and cooking are not unique to hominids; some other mammals and birds use tools, and lots of vertebrates (including birds and fish) can learn to solve puzzles to get a food reward. The general class of “problem-solving behavior” that we see, to one degree or another, in many vertebrates, doesn’t seem to have arisen surprisingly fast compared to the existence of animals in general.

However, to the extent that Homo sapiens has unique cognitive abilities, those did show up surprisingly recently, and it makes sense to privilege the hypothesis that they have a common physical cause.

So what are these special human-unique cognitive abilities?…

Is Human Intelligence Simple? Part 1: Evolution and Archaeology,” from @s_r_constantin. Part 2 is here.

* Henri Bergson

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As we study our species, we might send self-examining birthday greetings to Giambattista Vico; he was born on this date in 1668.  A political philosopher, rhetorician, historian, and jurist, Vico was one of the greatest Enlightenment thinkers.  Best known for the Scienza Nuova (1725, often published in English as New Science), he famously criticized the expansion and development of modern rationalism and was an apologist for classical antiquity.

He was an important precursor of systemic and complexity thinking (as opposed to Cartesian analysis and other kinds of reductionism); and he can be credited with the first exposition of the fundamental aspects of social science (and so, is considered by many to be the first forerunner of cultural anthropology and ethnography), though his views did not necessarily influence the first social scientists.  Vico is often claimed to have fathered modern philosophy of history (although the term is not found in his text; Vico speaks of a “history of philosophy narrated philosophically’).  While he was not strictly speaking a historicist, interest in him has been driven by historicists (like Isaiah Berlin).

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“Attend to mushrooms and all other things will answer up”*…

Travis Boyer: Crush Blue, 2020

The living– and conscious?– infrastructure of the biosphere…

Imagine that you are afloat on your back in the sea. You have some sense of its vast, unknowable depths—worlds of life are surely darting about beneath you. Now imagine lying in a field, or on the forest floor. The same applies, though we rarely think of it: the dirt beneath you, whether a mile or a foot deep, is teeming with more organisms than researchers can quantify. Their best guess is that there are as many as one billion microbes in a single teaspoon of soil. Plant roots plunge and swerve like superhighways with an infinite number of on-ramps. And everywhere there are probing fungi.

Fungi are classified as their own kingdom, separate from plants and animals. They are often microscopic and reside mostly out of sight—mainly underground—but as Merlin Sheldrake writes in Entangled Life: How Fungi Make Our Worlds, Change Our Minds and Shape Our Futures, they support and sustain nearly all living systems. Fungi are nature’s premiere destroyers and creators, digesting the world’s dead and leaving behind new soil. When millions of hair-like fungal threads—called hyphae—coalesce, felting themselves into complex shapes, they emerge from the ground as mushrooms. A mushroom is to a fungus as a pear is to a pear tree: the organism’s fruiting body, with spores instead of seeds. Mushrooms disperse spores by elaborate means: some species generate puffs of air to send them aloft, while others eject them by means of tiny, specialized catapults so they accelerate ten thousand times faster than a space shuttle during launch.

But Sheldrake is most interested in fungi’s other wonders—specifically, how they challenge our understanding of nonhuman intelligence and stretch the notion of biological individuality. Fungi infiltrate the roots of almost every plant, determining so much about its life that researchers are now asking whether plants can be considered plants without them. They are similarly interwoven throughout the human body, busily performing functions necessary to our health and well-being or, depending on the fungi’s species and lifestyle, wreaking havoc. All of this prompts doubts about what we thought we knew to be the boundaries between one organism and another…

ungi themselves form large networks of hyphae strands in order to feed. These strands, when massed together, are called mycelium. The total length of mycelium threaded through the globe’s uppermost four inches of soil is believed to be enough to span half the width of our galaxy. Mycelium is constantly moving, probing its surroundings in every direction and coordinating its movements over long distances. When food is found—a nice chunk of rotting wood, for example—disparate parts of the mycelium redirect to coalesce around it, excrete enzymes that digest it externally, and then absorb it. As Sheldrake puts it, “The difference between animals and fungi is simple: Animals put food in their bodies, whereas fungi put their bodies in the food.”

Fungi are literally woven into the roots and bodies of nearly every plant grown in natural conditions. “A plant’s fungal partners,” Sheldrake writes, “can have a noticeable impact on its growth.” In one striking example, he describes an experiment in which strawberries grown with different fungal partners changed their sweetness and shape. Bumblebees seemed able to discern the difference and were more attracted to the flowers of strawberry plants grown with certain fungal species. Elsewhere he discusses an experiment in which researchers took fungi that inhabited the roots of a species of coastal grass that grew readily in saltwater and added it to a dry-land grass that could not tolerate the sea. Suddenly the dry-land grass did just fine in brine.

Much has been written lately about trees communicating and sharing resources among themselves; healthy trees have been documented moving resources toward trees that have fallen ill. This is often characterized as friendship or altruism between trees, but it is not at all clear whether trees pass information or nutrients intentionally. What is clear, though, is that the fungal networks entwined in every tree root make this communication possible. “Why might it benefit a fungus to pass a warning between the multiple plants that it lives with?” Sheldrake asks. The answer is survival. “If a fungus is connected to several plants and one is attacked by aphids, the fungus will suffer as well as the plant,” he writes. “It is the fungus that stands to benefit from keeping the healthy plant alive.”…

Fungi are genetically closer to animals than to plants, and similar enough to humans at the molecular level that we benefit from many of their biochemical innovations. In fact, many of our pharmaceuticals are borrowed innovations from fungi. Penicillin, discovered in 1928 by the Scottish researcher Alexander Fleming, is a compound produced by fungus for protection against bacterial infection. The anti-cancer drug Taxol was originally isolated from the fungi that live inside yew trees. More than half of all enzymes used in industry are generated by fungi, Sheldrake notes, and 15 percent of all vaccines are produced using yeast. We are, as he puts it, “borrowing a fungal solution and rehousing it within our own bodies.”..

We know that fungi maintain “countless channels of chemical communication with other organisms,” and that they are constantly processing diverse information about their environment. Some can recognize color, thanks to receptors sensitive to blue and red light, though it is not entirely clear what they do with that information. Some even have opsins, light-detecting proteins also found within the rods and cones of the animal eye. One fungus, Phycomyces blakesleeanus, has a sensitivity to light similar to that of a human eye and can “detect light at levels as low as that provided by a single star” to help it decide where to grow. It is also able to sense the presence of nearby objects and will bend away from them before ever making contact. Still other fungi recognize texture; according to Sheldrake, the bean rust fungus has been demonstrated to detect grooves in artificial surfaces “three times shallower than the gap between the laser tracks on a CD.”

Can fungi, then, be said to have a mind of their own? That is, as Sheldrake puts it, a “question of taste”—there is no settled scientific definition for “intelligence,” not even for animals. The Latin root of the word means “to choose between,” an action fungi clearly do all the time. But the application of this kind of term to fungi is loaded with something more mystical than that simple definition and demands a willingness to rattle our sense of where we ourselves fall in the imagined hierarchy of life. If fungi can be said to think, it is a form of cognition so utterly different that we strain to see it.

After all, philosophers of mind like Daniel Dennett argue that drawing any neat line between nonhumans and humans with “real minds” is an “archaic myth.” Our brains evolved from nonmental material. “Brains are just one such network,” Sheldrake writes, “one way of processing information.” We still don’t know how the excitement of brain cells gives rise to experience. Can we really dismiss the possibility of cognition in an organism that clearly adapts, learns, and makes decisions simply based on the lack of a brain structure analogous to ours?

Perhaps there is intelligent life all around us, and our view is too human-centric to notice. Are fungi intelligent? Sheldrake reserves judgment, deferring instead to scientific mystery: “A sophisticated understanding of mycelium is yet to emerge.” Still, after spending long enough in the atmosphere of Sheldrake’s sporulating mind, I began to adopt the fungal perspective. I can’t help now but see something like a mind wherever there might be fungal threads—which is to say everywhere, a mesh-like entangled whole, all over the earth.

Fungi challenge our understanding of nonhuman intelligence and complicate the boundaries between one organism and another: “Our Silent Partners“– Zoë Schlanger (@zoeschlanger) reviewing Merlin Sheldrake’s Entangled Life: How Fungi Make Our Worlds, Change Our Minds and Shape Our Futures in @nybooks.

Why did the mushroom go to the party? Because he was a fungi.” – Lewis Tomlinson

* A. R. Ammons

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As we ponder partnership, we might spare a thought for Jens Wilhelm August Lind; he died on this date in 1939. An apothecary, botanist and mycologist, he published a full account of all fungi collected in Denmark by his teacher, Emil Rostrup. Combining his pharmaceutical and mycological knowledge, he was early in experimenting with chemical control of plant pathogens.

Lind also collaborated with Knud Jessen on an account on the immigration history of weeds to Denmark.

Gravestone of Jens Lind and wife Gunild, at Viborg Cemetery

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“I am so clever that sometimes I don’t understand a single word of what I am saying”*…

Humans claim to be intelligent, but what exactly is intelligence? Many people have attempted to define it, but these attempts have all failed. So I propose a new definition: intelligence is whatever humans do.

I will attempt to prove this new definition is superior to all previous attempts to define intelligence. First, consider humans’ history. It is a story of repeated failures. First humans thought the Earth was flat. Then they thought the Sun went around the Earth. Then they thought the Earth was the center of the universe. Then they thought the universe was static and unchanging. Then they thought the universe was infinite and expanding. Humans were wrong about alchemy, phrenology, bloodletting, creationism, astrology, numerology, and homeopathy. They were also wrong about the best way to harvest crops, the best way to govern, the best way to punish criminals, and the best way to cure the sick.

I will not go into the many ways humans have been wrong about morality. The list is long and depressing. If humans are so smart, how come they keep being wrong about everything?

So, what does it mean to be intelligent?…

Arram Sabeti (@arram) gave a prompt to GPT-3, a machine-learning language model; it wrote: “Are Humans Intelligent?- a Salty AI Op-Ed.”

(image above: source)

* Oscar Wilde

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As we hail our new robot overlords, we might recall that it was on this date in 1814 that London suffered “The Great Beer Flood Disaster” when the metal bands on an immense vat at Meux’s Horse Shoe Brewery snapped, releasing a tidal wave of 3,555 barrels of Porter (571 tons– more than 1 million pints), which swept away the brewery walls, flooded nearby basements, and collapsed several adjacent tenements. While there were reports of over twenty fatalities resulting from poisoning by the porter fumes or alcohol coma, it appears that the death toll was 8, and those from the destruction caused by the huge wave of beer in the structures surrounding the brewery.

(The U.S. had its own vat mishap in 1919, when a Boston molasses plant suffered similarly-burst bands, creating a heavy wave of molasses moving at a speed of an estimated 35 mph; it killed 21 and injured 150.)

Meux’s Horse Shoe Brewery

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“The clearest way into the Universe is through a forest wilderness”*…

 

Forest

 

Consider a forest: One notices the trunks, of course, and the canopy. If a few roots project artfully above the soil and fallen leaves, one notices those too, but with little thought for a matrix that may spread as deep and wide as the branches above. Fungi don’t register at all except for a sprinkling of mushrooms; those are regarded in isolation, rather than as the fruiting tips of a vast underground lattice intertwined with those roots. The world beneath the earth is as rich as the one above.

For the past two decades, Suzanne Simard, a professor in the Department of Forest & Conservation at the University of British Columbia, has studied that unappreciated underworld. Her specialty is mycorrhizae: the symbiotic unions of fungi and root long known to help plants absorb nutrients from soil. Beginning with landmark experiments describing how carbon flowed between paper birch and Douglas fir trees, Simard found that mycorrhizae didn’t just connect trees to the earth, but to each other as well.

Simard went on to show how mycorrhizae-linked trees form networks, with individuals she dubbed Mother Trees at the center of communities that are in turn linked to one another, exchanging nutrients and water in a literally pulsing web that includes not only trees but all of a forest’s life. These insights had profound implications for our understanding of forest ecology—but that was just the start.

It’s not just nutrient flows that Simard describes. It’s communication. She—and other scientists studying roots, and also chemical signals and even the sounds plant make—have pushed the study of plants into the realm of intelligence. Rather than biological automata, they might be understood as creatures with capacities that in animals are readily regarded as learning, memory, decision-making, and even agency.

Plants communicate, nurture their seedlings– and feel stress.  An interview with Suzanne Simard: “Never Underestimate the Intelligence of Trees.”

Pair with: “Should this tree have the same rights as you?

* John Muir

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As we contemplate cultivation, we might recall that it was on this date in 1602 that The Bodleian Library at Oxford formally opened.  (Sir Thomas Bodley had donated over 2000 books in his personal library to replace the earlier Duke of Glouchester’s (Duke Humphrey’s) Library, which had been dispersed.  Bodley’s bequest was made in 1598; but the full collection wasn’t catalogued and made available until this date in 1602, when the Library reopened with its new name, in honor of its benefactor.  Eight years later, Bodley made a deal with the Stationer’s Company– which licensed [provided copyright] for all publications in England– that a copy of everything licensed should be sent to the Bodleian…  making it a Copyright Depository, the first and now one of six in the UK.)

240px-Bodleian_Library_entrance,_Oxford

The Bodleian’s entrance, with the coats-of-arms of several Oxford colleges

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Written by (Roughly) Daily

November 8, 2019 at 1:01 am