Interest in AI and Robotics

Tampa, FL
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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Full recording now online… ✨👀✨
Watch this wonderful double feature in which I unravel the Agentworld project and thesis and Marek Poliks introduces, Superdark Factory, the first article in the Agentworld issue of Antikythera in grand detail.
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“Reframing how we think of language…” read more here…
We form our identities always in relation to the other. The other used to be the animals, now the other is artificial, silicon intelligence. This provides an opportunity to identify as a biological intelligence that will unite the natural world.
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Been tracking quantum progress for many years…nice to see new developments and thoughts about its applications… ✨
Simulating the natural world requires computing systems that inherently operate on quantum principles. Google Quantum AI aims to build quantum computing for these otherwise unsolvable problems. ↓ goo.gle/4xUUj9q
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New #preprint - @HananelHazan "Computational Framework for Identifying Ion Channel Mutation-Compensating Interventions" biorxiv.org/content/10.64898… How to fix hardware problems (an ion channel mutation), in software (without fixing the mutation)? We took a computational approach to this question in neural tissues - a system that helps discover what other channels could be opened/closed via pharmacological agents (electroceutical drugs) to compensate for the mutation's effects on neural firing patterns. Abstract: "We present an automated pipeline for finding therapeutic interventions in channelopathies. It starts from patch clamp recordings of the variant channel, searches over the pharmacologically accessible conductances, and says which currents must change and by how much. The intervention never touches the mutated channel: it compensates by modulating others. The feasibility of this approach is demonstrated through two computational strategies, each addressing a specific capability gap. First, we employ high-fidelity NEURON simulations combined with exploratory search algorithms to model two clinically described variants, and identify "stability windows" in which channel modulations restore the reference firing pattern. The compensating configurations are degenerate: 37 conductance triples fire the same number of action potentials at every one of the 35 injected-current levels, and the 10,780 triples reaching the best intervention value produce only six distinct firing patterns. Second, to address the computational cost of such detailed modeling, we implement a differentiable Hodgkin-Huxley model in PyTorch. Applied here to theoretical mutation screening, this approach trades granular detail for speed, treating the search as a continuous optimization problem that makes very large, non-local searches of the conductance parameter space affordable: the differentiable forward model evaluates 34,000-64,000 candidate parameter sets per second on a single consumer graphics card, against 11.9-16.9 per second for the non-differentiable pipeline on a 72-core node. The gain arises from forward-model throughput feeding a search rather than from the gradient itself, and it is what makes the 32,000,000-point survey of the solution topology reported here affordable. These computational predictions can inform practical drug development and high-throughput screening by naming the currents that must change and by how much."
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📸From tactile sensing to mechanical perception: a route towards perceptive materials #PerceptiveMaterials #TactileSensing #MechanicalPerception #IntelligentMaterials #SoftRobotics 🔬Read the full text: oaepublish.com/articles/ss.2…
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What’s the connection between music and mathematics? Award winning pianist Laura Farré Rozada is a performer who lives at the intersection of logic and emotion.  piped.video/watch?v=rshAld… #ClassicalMusic #Math #LauraFarreRozada
La pianista catalana Laura Farré Rozada ha rebut el premi a la millor instrumentista de 2026 als InterContinental Music Awards pel disc "Araspel". També ha estat convidada a formar part de la Recording Academy i de la Latin Recording Academy.
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Speaker announcement. Dar Sleeper (@radbackwards), Chief Designer at 1X. Capabilities matter, but the robots we live with will be judged as much on how they make us feel. Dar will share the inspiration and process behind designing a humanoid for every home.
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My #article addresses the latest scientific findings regarding the structure of the #cellwall in #Archaea. It also explores #evolutionary #scenarios that led to the emergence of #eukaryotes. A particularly significant evolutionary achievement of eukaryotes is the possession of #mitochondria, the cell's "power stations", which supply the cellular metabolism with free energy in the form of #ATP. Approximately 1.6 to 1.8 billion years ago, an event known as #eukaryogenesis occurred. The world of living organisms, at that time confined to #anaerobicconditions in the #oceans, underwent a dramatic transformation within a relatively short period. This shift had profound consequences for the previously dominant unicellular organisms: the #archaea and the #bacteria. The so-called #GreatOxidationEvent approximately 2.4 to 2.1 billion years ago pushed archaea into sediment layers where largely anaerobic conditions still prevailed. There, they coexisted with metabolically flexible #alphaproteobacteria. Within the Archaea, the #Asgard archaea are the #sistergroup to the Eukaryota. They had already lost the cell wall found in other archaea, a state that persisted in early eukaryotes. This loss of the cell wall was the prerequisite for an important case of #endosymbiosis, specifically, the incorporation of alphaproteobacteria, the later mitochondria. It is no longer believed that true #phagocytosis of the bacteria occurred; instead, the bacteria were initially held in place by #armlike #projections formed from the archaea's flexible membrane. Over the course of evolution, these projections fused together, thereby enclosing the bacterium. Initially, the incorporated bacterium enabled a #syntrophic #exchange of substances between #host and #endosymbiont (e.g., hydrogen transfer between the Asgard host and the alphaproteobacterium); The bacterium was able to break down organic substances much more efficiently with the help of #oxygen. The Asgard host provided metabolic products and was protected from direct contact with oxygen by the bacterium, which was helpful given the rising oxygen content in the water and the resulting steep physical and chemical gradients, so-called #oxyclines. Later, this arrangement evolved into an innovation for generating large amounts of energy. R. Smith et al. (2026) investigated the cell wall structure of the archaeon #Methanobrevibacter #smithii, a member of the human gut microbiome. They discovered that the cell wall contains a previously unknown sugar, which the researchers named N-acetylarmosamine (#ArmNAc). This finding is remarkable because the prevailing scientific consensus had previously assumed the presence of the sugar building block N-acetyltalosaminuronic acid (#TalNAc) instead. Furthermore, the researchers identified the #enzyme #ArmA, a hydrolase that acts as #molecularscissors to locally cleave the rigid ArmNAc sugar armor. This grants the underlying #membrane greater mobility and #flexibility, a crucial factor during cell division. The insights into cell envelope regulation in archaea gained through this research will also pave the way for understanding membrane flexibility in the cell-wall-lacking Asgard archaea, a factor of great significance regarding the eukaryogenesis. However, this does not directly imply that they used ArmA, but rather that #enzymemediated #regulation of cell envelope modification is a deeply rooted archaeal trait. ©#StefanFWirth, October 2026, Berlin Please support my science writing efforts: ko-fi link 👇 in my first reply. Reference: R. Smith et al. (2026): DOI: 10.1038/s41586-026-11028-y 👇 link in my first reply. #Images: 1) Eukaryogenesis. Authors H. Imachi et al. (2020), under which the Creative Commons License 4.0 international. 👇link in my first answer 2) #Protheoarchaeum #syntrophicum, artistic recreation in plasticine. Author Maulucioni, 2020, under the Creative Commons Attribution-ShareAlike License 4.0 international 👇 link in my first answer
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Very cool…thanks Manuela… 😎🦋🩵✨
A new study shows that "butterfly wing patterns work in tandem with flight dynamics to create visual illusions that confuse predators". "The striking coloration of butterflies makes it easy to catch a glimpse of them on the wing. Actually catching one of these insects midflight is another story, however. That’s because the dazzling stripes and spots on their wings create powerful visual illusions as they flap, tricking predators into missing them […]." #Science #Biology #Insects #Ecology ⏯️Butterfly wing patterns give predators the old razzle-dazzle 1-science.org/content/article/… 2-nature.com/articles/s41586-0… /
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Mission success! All 20 payloads were successfully launched. We’ve already made contact with @Google’s Project Suncatcher, Tanager-2 & two SuperDoves – and all are healthy! The remaining SuperDoves await deployment thru D-Orbit (as expected)! 🛰️🛰️🛰️🛰️ Thanks to @Google and @carbonmapper for teaming together, and to @SpaceX for the ride up! With this mission, we’ve now launched 718 satellites on 43 rockets. This was the first time we’ve had three different satellite types flying together! + we have another launch in a few weeks from Cape Canaveral. 🚀 investors.planet.com/news/ne…
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#otd in 1950, the Turing Test was born w/Alan Turing’s seminal paper "Computing Machinery and Intelligence." bit.ly/2Yiby9V
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Planetary Computation The Emergence of global-scale digital and artificial infrastructure that acts as a cognitive and physical layer for the Earth
Prime Intellect
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How do we co-create a future with tech that actually serves humanity and the planet? On Oct 22, join @baratunde (creator of How to Citizen & Life With Machines) alongside Google VP @blaiseaguera for "On Interdependence": a 10,000-year look at civic action, Indigenous wisdom, and human survival. More information and tickets here: na2.hubs.ly/H082rvS0
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Researchers have developed a #fast #highresolution #microscope that enables them to #visualize #neuronalactivity within the #zebrafish #brain. Zebrafish #Danio #rerio (#Danionidae) are popular aquarium fish that are easy to keep and breed. For these same reasons, they also serve as suitable #scientificmodel organisms. A particular advantage for science is that the developing #embryos and #larvae are initially #transparent, allowing for the observation of various developmental biological processes. The development of the #nervoussystem, including the brain, is of particular interest. However, current research focuses not only on the brain's ontogenetic development but also on its detailed anatomy and functional mechanisms. Neurons communicate with one another via #electricalimpulses. Since vertebrate brains are generally highly capable of multitasking, constantly processing multiple sensory inputs simultaneously, electrical impulses occur in different regions of the brain at the same time. Visualizing this activity has previously required complex measurement methods. Z. Wang et al. (2026) have developed a #novelmicroscope capable of optically capturing and displaying brain-wide neuronal activity within the zebrafish brain. This opens up entirely new research possibilities for a wide range of neurobiological questions. To achieve this, researchers from the MIT team modified a #lightsheetmicroscope. By using a #laserbeam and sequentially imaging #multiplelayers, they generate #threedimensional #images of a large #volume. Since neural networks operate extremely rapidly, often taking only a few milliseconds, previous methods such as #calciumimaging were too slow. To create a high-speed microscope, the authors increased the camera's image #acquisitionrate. They also employed "#remoterefocusing" to boost the microscope's #scanningspeed. This enabled the researchers to scan the zebrafish brain 200 times per second. They introduced a #voltageindicator named #Positron2-Kv into the fish larvae by genetically modifying specific neurons; this provided sufficient resolution to visualize brain voltage patterns at high speed. Additionally, ultraviolet light was used as an extra stimulus. The researchers aim to further develop their technology to eventually correlate brain activity with states of #consciousness and #behaviors. © #Stefan F. Wirth, September 2026, Berlin Please support my science writing and illustration efforts with even the smallest coffee donation; as a freelancer, I rely heavily on this support: ko-fi 👇 link in my first comment Reference: Z. Wang et al. (2026): DOI: 10.1038/s41592-026-03179-7 👇 link in my first comment #Illustrations: © Stefan F. Wirth; AI-assisted illustrations based on my hand-drawn sketches, manually edited; September 2026, Berlin. 1)–3) Artistic illustration of a zebrafish, its brain and the major #braincompartments. Figure: Remote-scanning light-sheet microscopy for #voltageimaging of neurons distributed across much of the larval zebrafish brain. a, Overview and #operationalprinciples of the remote-scanning LSM optimized for volumetric voltage imaging of neurons distributed across much of the larval zebrafish brain. By Z. Wang et al. (2026), licensed under creative commons Attribution 4.0 International License. 👇 link in my first answer
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Check out CogGym, led by @LanceYing42! 258 experiments from 100 cogsci papers (!!) in one format. Main takeaway: models are getting more human-like, but way slower than improvements on math and coding
Have we built machines that think like humans? 🧠🤖 In a new preprint, we propose CogGym, which compares AI and human judgments across 258 commonsense-reasoning experiments from 100 cognitive-science papers. Paper: arxiv.org/abs/2609.21259 Platform: coggym.org
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📢 The news: Nov. 23, 2026 Our reopening date has been confirmed! 🎉 We are so happy to welcome everyone back to our exhibits building just in time for the holidays. Much more news to come as we wrap up construction and prepare to reopen our doors. 📢 floridamuseum.ufl.edu/visit/…
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"Coleoid cephalopods (cuttlefish, octopus, and squid) are marine mollusks with elaborate nervous systems that support a diverse repertoire of complex behaviors." Read how "breakthroughs in genetically altering cephalopods pave way for new studies of perception, brain evolution, and more". #Science #Biology #Biotechnology ⏯️Scientists engineered a glowing cuttlefish. Why was it so hard? 1-science.org/content/article/… 2-biorxiv.org/content/10.64898… /
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Can uninjured brain tissue hold the key to stroke recovery? 🧠 A fascinating new study reveals that accelerated biological aging in brain areas spared by a stroke strongly predicts aphasia severity and forecasts 6-month language recovery after speech therapy and brain stimulation! Uninjured Brain Age Holds Key to Language Recovery Following Stroke! #StrokeRecovery #Aphasia #BrainHealth #Neuroscience #Neurology #StrokeRehab #HealthTech #MedicalResearch #BrainStimulation #Neuroplasticity - neurosciencenews.com/stoke-a… via @neurosciencenew
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From first components to final assemble, Atlas production is taking flight! Want to build the future of robotics? Check out open roles on our ProtoOps team and more on our careers page.
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Our Neuroevolution textbook is finally in print! Free online edition: neuroevolutionbook.com/ Pre-order: a.co/d/06DpkH9h I am incredibly grateful to my co-authors Sebastian Risi, Yujin Tang, and Risto Miikkulainen for making this happen. Neuroevolution is a subject very dear to my heart. It is the field that convinced me that nature has already figured out how to build intelligence: through evolution, collective behavior, and adaptation under constraints. This idea, that intelligence emerges from evolution operating under constraints rather than unlimited resources, is what eventually led me to founding Sakana AI here in Japan. The concepts in this book about open-ended creativity and self-organizing systems are exactly what we build at @SakanaAILabs. Our name and logo are inspired by schools of fish moving together, adapting as one. It is the core philosophy of what we build. This book captures the theoretical foundations of that belief.
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