Interest in AI/SI and Robotics

Tampa, FL
Joined August 2024
Dr. Levin’s tireless work is sparking epic conversations on AI, biology and robotics. Pure inspiration for the future!
New paper - AI from a diverse intelligence perspective: advanced.onlinelibrary.wiley… Abstract: "Recent discussions and debate around artificial intelligence (AI) and its status are notably incomplete, missing the implications of highly relevant aspects of the emerging fields of diverse intelligence (DI) and synthetic morphology, as well as of basic facts of developmental biology. Herein, it is argued that human flourishing is impossible without an appreciation of the space of possible beings and of the ways in which today's intelligent machine debates are about universal existential questions facing biological beings, not just AI. The inevitable arrival of a wide set of unconventional bodies and minds as humans modify and create new forms will disrupt untenable old narratives of what people are and how to recognize their sentient allies in unfamiliar guises. Herein, the issues engendered by the advent of AI from the perspective of the field of DI and the evolutionary history of the bodies and minds are discussed."
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🟦 Vision transformers emergently learn to segment objects, but how? 100 years ago, Gestalt psychologists had the same question about people. In new work with @Mikey_Lepori, we take inspiration from Gestalt psychology to study how ViTs bind image patches into objects.
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The controversial discovery that our brains can generate new neurons surprisingly late in life is now prompting a rethink of adult brain health, pointing the way to better treatments for stroke, dementia and depression newscientist.com/article/259…
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A new #research publication in the journal Science reveals that #crows can #respond to #visualstimuli twice as #fast as #humans, and that the underlying principle of #decisionmaking in response to a sensory stimulus is comparable, despite the distinct morphological differences between #avian and #mammalian #brains. In flight, an incorrect decision at the wrong moment, such as failing to spot an obstacle or reacting too slowly to potential prey, can have fatal consequences. Consequently, rapid decision-making is essential. A new study by P. Schmidbauer & A. Nieder (2026) has demonstrated that #carrioncrows act twice as quickly as #primates (including humans) when making decisions based on visual stimuli. In the experiment, the birds were shown patterns of #dots on a #screen moving either to the left or to the right; they were then required to indicate the direction of movement using a gesture with their beaks. Throughout this process, the birds' #neuralactivity was recorded. The study showed that neural activity in a region known as the #nidopallium #caudolaterale increased steadily until a specific #threshold was reached, at which point the animal signaled its #decision. Beyond the impressive speed of these decisions, the study also found that the underlying #neuralprocesses are comparable to those in a mammalian brain, even though the two types of brains differ morphologically (for instance, birds lack the neocortex found in the human cerebrum). While decision-making in humans takes place in the #prefrontalcortex, the equivalent process in birds is regulated by the nidopallium caudolaterale, a region that is functionally analogous to the prefrontal cortex in terms of the breadth of its operations. © #StefanFWirth, October 2026, Berlin please support my science communication and illustration efforts, support is needed: ko-fi.com/sfwirth reference: P. Schmidbauer & A. Nieder (2026): doi.org/10.1126/science.aed6… #illustrations: © Stefan F. Wirth, AI assisted artistic illustration based on my hand-drawn sketches, manually edited, October 2026, Berlin. 1)-3): brain of a carrion crow in the bird's head and isolated
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X has a new Nikita (Head of Product): meet Peter Sellis
I’m joining the team at @X to lead Product. I am a huge believer in @SpaceX's mission to extend human consciousness to the stars, so it’s time to make shitposting multiplanetary. X is the best way to find out what’s happening in the world right now and talk about it. The team has been working tirelessly to make X a better place and product for the people who love it, and many have noticed the recent momentum. My goal is to help accelerate that momentum for our community, new users, and businesses globally by continuing to make this product beautiful and useful. We are twenty years in, but it truly feels like X’s next chapter will be our greatest. I look forward to your ideas and feedback; I’m sure the replies will be measured and magnanimous.
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Nice talk…
What can pigeons teach us about intelligence? Quite a lot, it turns out. Dora Biro’s research shows how flocks can average information, remember collectively, and even improve upon the knowledge of previous generations. Watch her full talk here: bit.ly/4B74niu
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Crows make perceptual decisions twice as fast as primates. thetransmitter.org/behavior/…
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Infants as young as 17 months distinguish surprise from happiness by inferring that repeated surprise signals new discoveries, whereas happiness can recur for the same object. This reveals an early understanding that surprise reflects a change in another person’s knowledge state rather than just the presence of a stimulus, allowing infants to use emotional cues to identify novel information. onlinelibrary.wiley.com/doi/…
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We have another update on our preprints on preprints 🤠 Tracking claim changes from preprint to publication across 72,644 biomedical studies using large language models "Among 399,928 original research articles published in 47 journals b/w 2021 & 2024, retraction occurred at 0.79 per 10,000 article-years among 19,692 articles linked to a bioRxiv preprint (6 events) and 5.20 among 380,236 without an identified preprint (715 events; hazard ratio 0.22...)" 😎 Thanks again for leading this powerful project, Dr. Ruslan Rust @rust_ruslan 🙏 biorxiv.org/content/10.64898…
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«El que sento per la música va més enllà de la bellesa.» John Coltrane
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New #preprint alert with @drmichaellevin, @KaplanLab_Tufts and our team! We are integrated organisms. What does that mean, especially in the brain, when a body is induced to regrow a missing limb? 4 years ago, we showed that a brief drug cocktail delivered with a bioengineered silk sleeve could induce limb regeneration in animals with limited regenerative capacity. Now, we find that this same treatment also reshapes the brain’s gene expression landscape, alongside stress response signatures in the limb and changes in brain metabolic programs. Could sensing the energetic demands of rebuilding a whole patterned limb help coordinate regeneration across an interconnected organism? What would regenerative medicine look like if brain–body communication guided therapy design from the start? Brain-limb @biorxivpreprint here: biorxiv.org/content/10.64898… @ScienceAdvances Limb regeneration using a bioengineered device here: science.org/doi/10.1126/scia…
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Reaping what you grow: rethinking apoptosis in cortical folding academic.oup.com/cercor/arti…
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✨Final version is out… "Reservoir Computing for Pattern Recognition and Time-Series Prediction Based on Nanofluidic Negative Differential Resistance"
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✨Lots to ponder here…
Freudian exploding head scenario. Will to Thanatos redux.
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Real-time reinforcement for human-machine interface control cell.com/neuron/fulltext/S08… Summary 1. Real-time reinforcement improves motor performance: Personalized, closed-loop reinforcement feedback enhances force control during human–machine interface tasks. 2. Rapid learning: Fewer than 20 reinforcement trials produce immediate improvements in motor control. 3. Long-term retention: Improvements can persist after training, although retention gains were not observed after short training in chronic stroke patients. 4. Greater benefits with limited sensory feedback: Reinforcement is most effective when visual or somatosensory feedback is reduced. 5. Benefits for stroke patients: Real-time reinforcement improves online force control in chronic stroke patients under conditions of limited visual feedback. 6. Compensates for reduced feedback: Reinforcement helps maintain motor control when sensory information is sparse. 7. Promotes successful action selection: Reinforcement encourages individuals to repeat and exploit motor actions that produce successful outcomes. 8. Translational potential: This strategy could improve rehabilitation and control of human–machine interfaces, particularly for people with motor disabilities.
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Shells: The Art Born of Ocean Motion. Historical Science Art from 1904. Prosobranch Gastropods. Ernst Haeckel, Art Forms in Nature. #sciart #scicomm #bioart
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Looking for a nutrient-packed plant that's beneficial for gut health *and* being studied by NASA? You're in luck! More than just a garnish, tiny microgreens are not only nutritious, but might be the first "space crop." Get into microgreen microbiology: blogs.ifas.ufl.edu/microcell…
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Proud to share new work from our Paradigms of Intelligence team toward AI designed for decentralized hardware, where low-power communication and fault tolerance are critical requirements. Using Neural Cellular Automata (NCA), @mayalen_etc and her co-authors show that spatial locality is not a barrier to complex multi-step reasoning. Read the full paper on arXiv: arxiv.org/abs/2609.36126v1
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Neural chip decodes interactions between brain regions! What if brain stimulation could respond to how brain regions communicate in real time? EPFL’s LogSync neural chip decodes network-level signals linked to cognitive and emotional states, paving the way for more adaptive, targeted neurotechnology. The future is networked! actu.epfl.ch/news/neural-chi… #Neuroscience #Neurotechnology #BrainComputerInterface #ActiveInference #AI #MentalHealth #EmbodiedCognition #EPF
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The 2026 feature #film "#Whalefall," directed by Brian Duffield, tells the story of a #scubadiver who, while underwater, witnesses a #spermwhale hunting a #giantsquid. Just as the whale is about to devour its prey, the squid grabs the diver, who is subsequently #swallowed along with it. What follows is a #struggleforsurvival under #claustrophobic conditions. The film is based on a 2023 #novel by the American author and Pulitzer Prize winner Daniel Kraus. Claustrophobia has been incorporated into a wide variety of plots, but finding oneself inside a living organism is, at the very least, original and intriguing. Given that modern #CGI can render almost anything with convincing quality, the sperm whale, at least in its outward appearance, is quite persuasive. In terms of its #premise, I would categorize the film as a work of #fantasy. While the author states that he was inspired by a viral video, in which a swimmer was nearly swallowed by a humpback whale, the reality is that, under natural conditions, no more risk than this can occur. This is not to say that approaching whales is always safe; however, a human being would not actually be #eaten, and very certainly not while wearing full #scubagear. What characterizes this film, which is seemingly well-crafted in terms of #dramaturgy, #technicalexecution, and #acting, is a particular underlying concept of the whale: that of a creature devoid of self-control or intelligence, a #floatingvessel with an opening that draws in anything that happens to drift too close. This has spelled doom for famous fictional characters before, from the biblical #Jonah to the storybook figure #Pinocchio. Yet, a whale is a #mammal, and not one reduced by its exclusively aquatic existence to a mindless, colossal shell. On the contrary, #phylogenetic #reconstructions, based primarily on #molecular and fossil evidence, reveal that whales are closely related to #hippopotamuses, with the extinct taxon #Raoellidae considered their direct sister group. To put it precisely: whales evolved from the #Artiodactyla (even-toed ungulates). What does this mean? We must think of the whale as a highly sensitive mammal, an even-toed ungulate, closely related to #cows, #sheep, and #pigs. Whales are highly #socialanimals capable of complex interactions. They are #intelligent and possess a dense network of #nerveendings, much like our own; for instance, if a scrap of paper accidentally sticks to a piece of chewing gum, the #sensitive lining of our mouth immediately detects it. It is safe to assume that a whale’s oral mucosa is similarly highly sensitive, which is why it would instantly spit out anything that doesn't belong there. Furthermore, while the film correctly identifies the location and structure of whale organs, such as the three-chambered stomach, it overlooks the fact that the stomach, like all other organs, is highly dynamic and mobile; it shifts and compresses depending on the animal's body position. In such a scenario, a human’s supply of compressed air would be of no use; their body would be subjected to such intense #pressure that they would suffocate immediately. Why is it that large whales are so often portrayed as something #primitive, #uncontrolled, and "un-animal-like"? #Aristotle, the ancient Greek polymath and tutor to Alexander the Great, otherwise known for his precise and analytical insights into the natural world, did recognize similarities between whales and mammals, yet he still classified them as #fish. This was an error that was not corrected until 1758 by Carl #Linnaeus. In the intervening centuries, countless tall #tales were spun, partly surviving until today. © #StefanFWirth, October 2026, Berlin please support my science writing: ko-fi.com/sfwirth #Illustrations: © Stefan F. Wirth, AI assisted illustrations, based on my handdrawn sketches, manually edited: a scuba diver with a sperm whale, and a scuba diver, remaining unharmed and alone, after a sperm whale left
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#AorticDissection #AirPollution Ambient Carbon Monoxide (CO) (as well as Temperature) is associated with ⬆️risk of Acute Aortic Dissection with a 2-day lag (OR=2.7 per ppm, 1.2-5.9) Not Ozone/NO2/PM2.5/PM10/SO2 n=798 events 🇹🇼 Time-stratified case-crossover design Does CO impact smooth muscle or blood pressure? Image credit: GPT #AortaEd @JAHA_AHA 2026 ahajournals.org/doi/full/10.…
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