COMPLEXITY

Right now, AI is having a moment — and it's not the first time grand predictions about the potential of machines are being made. But, what does it really mean to say something like ChatGPT is “intelligent”? What exactly is intelligence? In this season of the Complexity podcast, The Nature of Intelligence, we'll explore this question through conversations with cognitive and neuroscientists, animal cognition researchers, and AI experts in six episodes. Together, we'll investigate the complexities of human intelligence, how it compares to that of other species, and where AI fits in. We'll dive into the relationship between language and thought, examine AI's limitations, and ask: Could machines ever truly be like us?

Guests: Heather Graham, Research Associate at NASA Goddard Space Flight CenterHosts: Abha Eli Phoboo & Chris KempesProducer: Katherine MoncurePodcast theme music by: Mitch MignanoAdditional sound credits: Digifish music; “Determination of Azimuth,” written by Heather Graham, staged at the Baltimore Rock Opera SocietyFollow us on:Twitter • YouTube • Facebook • Instagram • LinkedIn  • BlueskyMore info:Apply for the 2024 Complexity Global School at Universidad de los Andes in Bogotá, ColombiaSFI programs: EducationComplexity Explorer:  Origins of Life: Introduction| Chris Kempes (Link to full playlist)Enroll for the course: Origins of LifeVideos:Asteroids, Agnostic Biosignatures, & Experimental Rock Opera with Dr. Heather GrahamHeather Graham on Katherine JohnsonPapers & Articles:“Investigating the impact of x‐ray computed tomography imaging on soluble organic matter in the Murchison meteorite: Implications for Bennu sample analyses” in Meteoritics & Planetary Science (December 2023), doi.org/10.1111/maps.14111“The Vacant Niche Revisited: Using Negative Results to Refine the Limits of Habitability,” in bioRxiv (Nov 8, 2023), doi.org/10.1101/2023.11.06.565904“Observations of Elemental Composition of Enceladus Consistent with Generalized Models of Theoretical Ecosystems,” in bioRxiv (Oct 29, 2023), doi.org/10.1101/2023.10.29.564608“Planetary Subsurface Science and Exploration: An Integrated Consortium to Understand Subsurface Sources of Energy and the Unique Energetics of Subsurface Life,” in Mars Extant Life: What's Next? (Nov 2019), hou.usra.edu/meetings/lifeonmars2019/pdf/5047.pdf“Detecting life on Earth and the limits of analogy,” in Planetary Astrobiology (June 16, 2020)“Identifying molecules as biosignatures with assembly theory and mass spectrometry,” in chemRxiv (Nov 16, 202), chemrxiv.org/engage/api-gateway/chemrxiv/assets/orp/resource/item/60c751e59abda27c1af8dce4/original/identifying-molecules-as-biosignatures-with-assembly-theory-and-mass-spectrometry.pdf“The Grayness of the Origin of Life,” in Life (May 29, 2021) doi.org/10.3390/life11060498“Generalized stoichiometry and biogeochemistry for astrobiological applications,” in Bulletin of Mathematical Biology (July 2021), link.springer.com/article/10.1007/s11538-021-00877-5

Guests: David Krakauer, President and William H. Miller Professor of Complex Systems at the Santa Fe InstituteSean Carroll, External Professor and Fractal Faculty at the Santa Fe Institute, Homewood Professor of Natural Philosophy at Johns Hopkins UniversityHosts: Abha Eli Phoboo & Chris KempesProducer: Katherine MoncurePodcast theme music by: Mitch MignanoAdditional sound credits: Digifishmusic, Trundlefly, Greenvwbeetle, Miksmusic, BrewlabboffinFollow us on:Twitter • YouTube • Facebook • Instagram • LinkedIn  • BlueskyMore info:SFI programs: EducationComplexity Explorer: Origins of Life: The Multiple Origins of Life - Part 1 | David KrakauerOrigins of Life: The Multiple Origins of Life - Part 2 | David KrakauerOrigins of Life: The Multiple Origins of Life - Part 3 | David KrakauerOrigins of Life: The Multiple Origins of Life - Part 4 | David KrakauerComplexity Explorer Lecture: David Krakauer • What is Complexity?Books: Disputed Inheritance: The Battle over Mendel and the Future of Biology by Gregory RadickQuanta and Fields: The Biggest Ideas in the Universe by Sean CarrollWorlds Hidden in Plain Sight: The Evolving Idea of Complexity at the Santa Fe Institute, 1984-2019 Edited by David KrakauerTalks: The Many Worlds of Quantum Mechanics Sean CarrollPapers & Articles:“The Multiple Paths to Multiple Life,” in Journal of Molecular Evolution (July 12, 2021), doi.org/10.1007/s00239-021-10016-2

Guests: Melanie Moses, External Professor at the Santa Fe Institute, Professor of Computer Science and Associate Professor of Biology at University of New MexicoHyejin Youn, External Professor at the Santa Fe Institute, Associate Professor at Institute of Northwestern UniversityHosts: Abha Eli Phoboo & Chris KempesProducer: Katherine MoncurePodcast theme music by: Mitch MignanoFollow us on:Twitter • YouTube • Facebook • Instagram • LinkedIn  • BlueskyMore info:SFI programs: EducationComplexity Explorer: Fractals and Scaling Fractals and Scaling: Toward a Theory of Urban ScalingIntroduction to Complexity: Ant Foraging and Task AllocationBooks: Scale by Geoffrey WestComplexity: a Guided Tour by Melanie MitchellTalks: Toward a Scientific Theory of Cities by Hyejin YounPapers & Articles:“Synergy in ant foraging strategies: memory and communication alone and in combination,” in GECCO'13: Proceedings of the 15th annual conference on Genetic and evolutionary computation (July 6, 2013), doi.org/10.1145/2463372.2463389“In vivo, in silico, in machina: Ants and Robots balance memory and communication to collectively exploit information,” in Proceedings of the European Conference on Complex Systems 2012“What makes individual I's a Collective We; coordination mechanisms & costs” in arXiv (November 20, 2023), doi.org/10.48550/arXiv.2306.02113“How does innovation push its boundaries?” in 43 Visions for Complexity, Exploring Complexity: Volume 3 (January 2017), doi.org/10.1142/9789813206854_0043

Guests: Brian Enquist, External Professor at the Santa Fe Institute, Professor of Ecology and Evolutionary Biology at University of ArizonaPablo Marquet, External Professor at the Santa Fe Institute, Professor at Institute of Ecology and Biodiversity, Pontificia Universidad Católica de ChileHosts: Abha Eli Phoboo & Chris KempesProducer: Katherine MoncurePodcast theme music by: Mitch MignanoOther music: Craig Smith, Justkiddink, MaestroALF, ComputerHotline, James Ro Davidson, SoundEnsemble, Trundlefly, Geoff Bremner, Newagesgroup, Oddmonoliths, TheplaFollow us on:Twitter • YouTube • Facebook • Instagram • LinkedIn  • BlueskyMore info:SFI programs: EducationComplexity Explorer: Origins of Life: Astrobiology & General Theories for Life - Scaling with Pablo MarquetBooks: Scale by Geoffrey WestScaling Biodiversity (Ecological Reviews) edited by David Storch, Pablo Marquet , James Brown How Landscapes Change: Human Disturbance and Ecosystem Fragmentation in the Americas (Ecological Studies Book 162) edited by Gay A. Bradshaw and Pablo A. Marquet Talks: Better Forecasting our Ecological Future: Taming Big Data with Big Theory, Brian EnquistPapers & Articles:“More than 17,000 tree species are at risk from rapid global change,” in Nature Communications (January 2, 2024), doi.org/10.1038/s41467-023-44321-9“Metastatic cells exploit their stoichiometric niche in the network of cancer ecosystems,” in Science Advances (December 13, 2023), doi: 10.1126/sciadv.adi79“Environmental heterogeneity as a driver of terrestrial biodiversity on a global scale” in PPG: Earth and Environment (August 11, 2023), doi.org/10.1177/03091333231189045“The number of tree species on Earth,” PNAS (Jan 31, 2022), doi.org/10.1073/pnas.2115329119“Globally important plant functional traits for coping with climate change,” in Frontiers of Biogeography (October 2, 2021), doi.org/10.21425/F5FBG53774“Scaling from Traits to Ecosystems: Developing a General Trait Driver Theory via Integrating Trait-Based and Metabolic Scaling Theories,” Advances in Ecological Research (May 4, 2015),  doi.org/10.1016/bs.aecr.2015.02.001“A general quantitative theory of forest structure and dynamics,” PNAS (April 28, 2009), doi.org/10.1073/pnas.0812294106

Guests: Ricard Solé, External Professor at the Santa Fe Institute, Head of the Complex Systems Lab at Universitat Pompeu FabraSara Walker, External Professor at the Santa Fe Institute, Associate Director of the ASU-SFI Center for Biosocial Complex SystemsHosts: Abha Eli Phoboo & Chris KempesProducer: Katherine MoncurePodcast theme music by: Mitch MignanoOther music: Matucha, Kijjaz, Klankbeeld, Aesterial-Arts, Dijifishmusic, Greenvwbeetle, Odilon Marcenaro, Jobro, Benboncan, Bone666138, Aiwha, Josh Berry, Rubenvvuuren, and MiksmusicFollow us on: Twitter • YouTube • Facebook • Instagram • LinkedIn  • BlueskySFI programs: Complexity Explorer: Origins of LifeEducationBooks & Films: Frankenstein, directed by James Whale, based on book by Mary ShelleyThe Computer and the Brain, by John von NeumannSigns of life: How complexity pervades biology by Ricard V. Solé and Brian C. GoodwinTalks: Liquid and Solid Brains: Mapping the Cognition Space by Ricard SoléEvolving Brains: Solid, Liquid and Synthetic by Ricard SoléA Universal Theory of Life: Math, Art & Information by Sara WalkerPapers & Articles:“Assembly theory explains and quantifies selection and evolution” in Nature (October 4, 2023) doi.org/10.1038/s41586-023-06600-9“Time is an object” in Aeon, May 19, 2023“The Algorithmic Origins of Life” in Journal of the Royal Society Interface (February 6, 2013) doi.org/10.1098/rsif.2012.0869“Evolution of Brains and Computers: The Roads Not Taken” in Entropy (May 9, 2022), doi.org/10.3390/e24050665“Unicellular–multicellular evolutionary branching driven by resource limitations” (June 2, 2022) doi.org/10.1098/rsif.2022.0018

Guests: Vijay Balasubramanian, External Professor at the Santa Fe Institute, Cathy and Marc Lasry Professor of Physics at the University of PennsylvaniaGeoffrey West, Shannan Distinguished Professor and Past President, Santa Fe InstituteHosts: Abha Eli Phoboo & Chris KempesProducer: Katherine MoncurePodcast theme music: Mitch MignanoOther Music: Blue Dot Sessions, Pink House Music, Eardeer, and Craig Smith.Follow us on: Twitter • YouTube • Facebook • Instagram • LinkedIn  • BlueskySFI programs: Complexity Global School Complexity Explorer: Fractals & ScalingEducationBooks & Stories: Tell Me Why by Arkady LeokumScale by Geoffrey West“Funes, the Memorious” by Jorge Luis BorgesTalks: How the Brain Makes You: Collective Intelligence and Computation by Neural Circuits by Vijay BalasubramanianThe Future of the Planet: Life, Growth and Death in Organisms, Cities and Companies by Geoffrey WestEnergy, Scaling & The Future of Life on Earth by Geoffrey WestComplex Time Working Group: “What is Sleep?” with Geoffrey West, Van Savage, Alex HermanPapers: “Brain Power” in PNAS (August 2, 2021) doi.org/10.1073/pnas.210702211“The Physical Effects of Learning” preprint published in biorxiv“Unraveling why we sleep: Quantitative analysis reveals abrupt transition from neural reorganization to repair in early development” in Science Advances (September 18, 2020) DOI: 10.1126/sciadv.aba0398“The Scales That Limit: The Physical Boundaries of Evolution” in Frontiers in Ecology and Evolution (August 7, 2019) doi.org/10.3389/fevo.2019.00242

Trailer for Complexity: Physics of Life, from the Santa Fe Institute

Episode Title and Show Notes:106 - Michael Garfield & David Krakauer on Evolution, Information, and Jurassic ParkWelcome to Complexity, the official podcast of the Santa Fe Institute. I'm Michael Garfield, producer of this show and host for the last 105 episodes. Since October, 2019, we have brought you with us for far ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe. Today I step down and depart from SFI with one final appearance as the guest of this episode. Our guest host is SFI President David Krakauer, he and I will braid together with nine other conversations from the archives in a retrospective masterclass on how this podcast traced the contours of complexity. We'll look back on episodes with David, Brian Arthur, Geoffrey West, Doyne Farmer, Deborah Gordon, Tyler Marghetis, Simon DeDeo, Caleb Scharf, and Alison Gopnik to thread some of the show's key themes through into windmills and white whales, SFI pursues, and my own life's persistent greatest questions.We'll ask about the implications of a world transformed by science and technology by deeper understanding and prediction and the ever-present knock-on consequences. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify and consider making a donation or finding other ways to engage with SFI at Santa fe.edu/engage. Thank you each and all for listening. It's been a pleasure and an honor to take you offroad with us over these last years.Follow SFI on social media: Twitter • YouTube • Facebook • Instagram • LinkedIn

One way of looking at the world reveals it as an interference pattern of dynamic, ever-changing links — relationships that grow and break in nested groups of multilayer networks. Identity can be defined by informational exchange between one cluster of relationships and any other. A kind of music starts to make itself apparent in the avalanche of data and new analytical approaches that a century of innovation has availed us. But just as with new music genres, it requires a trained ear to attune to unfamiliar order…what can we learn from network science and related general, abstract mathematical approaches to discovering this order in a flood of numbers?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and in every episode we bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week we speak with SFI External Professor, UCLA mathematician Mason Porter (UCLA Website, Twitter, Google Scholar, Wikipedia), about his research on community detection in networks and the topology of data — going deep into a varied toolkit of approaches that help scientists disclose deep structures in the massive data-sets produced by modern life.If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.I know it comes as a surprise, but this is our penultimate episode.  Please stay tuned for one more show in May when SFI President David Krakauer and I will reflect on major themes and highlights from the last three-and-a-half years, and look forward to what I'll be doing next! It's been an honor and a pleasure to bring complex systems science to you in this way, and hope we stay in touch. I won't be hard to find.Thank you for listening.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned & Related Media:Bounded Confidence Models of Opinion Dynamics on NetworksSFI Seminar by Mason Porter (live Twitter coverage & YouTube stream recording)Communities in Networksby Mason Porter, Jukka-Pekka Onnela, & Peter MuchaSocial Structure of Facebook Networksby Amanda Traud, Peter Mucha, & Mason PorterCritical Truths About Power Lawsby Michael Stumpf & Mason PorterThe topology of databy Mason Porter, Michelle Feng, & Eleni KatiforiComplex networks with complex weightsby Lucas Böttcher & Mason A. PorterA Bounded-Confidence Model of Opinion Dynamics on Hypergraphsby Abigail Hicock, Yacoub Kureh, Heather Z. Brooks, Michelle Feng, & Mason PorterA multilayer network model of the coevolution of the spread of a disease and competing opinionsby Kaiyan Peng, Zheng Lu, Vanessa Lin, Michael Lindstrom, Christian Parkinson, Chuntian Wang, Andrea Bertozzi, & Mason PorterSocial network analysis for social neuroscientistsElisa C Baek, Mason A Porter, & Carolyn ParkinsonCommunity structure in social and biological networksby Michelle Girvan & Mark NewmanThe information theory of individualityby David Krakauer, Nils Bertschinger, Eckehard Olbrich, Jessica C Flack, Nihat AySocial capital I: measurement and associations with economic mobilityby Raj Chetty, Matthew O. Jackson, Theresa Kuchler, Johannes Stroebel, Nathaniel Hendren, Robert B. Fluegge, Sara Gong, Federico Gonzalez, Armelle Grondin, Matthew Jacob, Drew Johnston, Martin Koenen, Eduardo Laguna-Muggenburg, Florian Mudekereza, Tom Rutter, Nicolaj Thor, Wilbur Townsend, Ruby Zhang, Mike Bailey, Pablo Barberá, Monica Bhole & Nils Wernerfelt Hierarchical structure and the prediction of missing links in networksby Aaron Clauset, Cristopher Moore, M.E.J. NewmanGregory Bateson (Wikipedia)Complexity Ep. 99 - Alison Gopnik on Child Development, Elderhood, Caregiving, and A.I.“Why Do We Sleep?”by Van Savage & Geoffrey West at Aeon MagazineComplexity Ep. 4 - Luis Bettencourt on The Science of CitiesComplexity Ep. 12 - Matthew Jackson on Social & Economic NetworksComplexity Ep. 68 - W. Brian Arthur on Economics in Nouns and Verbs (Part 1)Complexity Ep. 100 - Dani Bassett & Perry Zurn on The Neuroscience & Philosophy of Curious Minds 

For centuries, Medieval life in Europe meant a world determined and prescribed by church and royalty. The social sphere was very much a pyramid, and everybody had to answer to and fit within the schemes of those on top. And then, on wings of reason, Modern selves emerged to scrutinize these systems and at great cost swap them for others that more evenly distribute power and authority. Cosmic forces preordained one's role within a transcendental order…but then, across quick decades of upheaval, philosophy and politics started celebrating self-determination and free will. Art and science blossomed as they wove together. Nothing was ever the same.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week we engage with returning guest, New York Times best-selling author of seven books and SFI Miller Scholar Andrea Wulf, about her latest lovingly-detailed long work, Magnificent Rebels: The First Romantics and The Invention of The Self. In this episode we explore the conditions for an 18th century revolution in philosophy, science, literature, and lifestyle springing from Jena, Germany. Over just a few years, an extraordinary confluence of history-making figures such as Goethe, Schelling, Schlegel, Hegel, and Novalis helped rewrite what was possible for human thought and action. Admist a landscape of political revolt, this braid of brilliant friends and enemies and lovers altered what it means to be a self and how the modern self relates to everything it isn't, inspiring later British and American Romantic movements. Arguing for art and the imagination in the work of science and infusing art with reason, Jena's rebels of the mind lived bold, iconoclastic lives that seem 200 years ahead in retrospect. We stand to learn a great deal from a careful look at Jena and the first Romantics…maybe even how to replicate their great successes and avoid their self-implosion in the face of social turbulence.If you value our research and communication efforts, Please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/podcastgive. You can find numerous other ways to engage with us at santafe.edu/engage — in particular, you may wish to celebrate ten years of free online courses at Complexity Explorer with SFI Professor Cris Moore's Computation in Complex Systems, starting March 28th. Learn more in the show notes…and thank you for listening!Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedIn Related Reading & Listening:Episode 60 - Andrea Wulf on The Invention of Nature, Part 1: Humboldt's NaturegemäldeEpisode 61 - Andrea Wulf on The Invention of Nature, Part 2: Humboldt's Dangerous IdeaThe Invention of Nature: Alexander von Humboldt's New Worldby Andrea WulfMagnificent Rebels: The First Romantics and The Invention of The Selfby Andrea WulfCommon As Air: Revolution, Art, and Ownershipby Lewis HydeEpisode 37 - The Art & Science of Resilience in the Wake of Trauma with Laurence Gonzales“Nature” (1844)by Ralph Waldo EmersonChopin's PreludesFinnegans Wakeby James JoyceInterPlanetary Voyager (Interactive Golden Record Liner Notes)by SFI's InterPlanetary FestivalBlue Planet (BBC)with David Attenborough

How do we get a handle on complex systems thinking? What are the implications of this science for philosophy, and where does philosophical tradition foreshadow findings from the scientific frontier?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.In this episode we speak with Carlos Gershenson (UNAM website, Google Scholar, Wikipedia, Twitter), SFI Sabbatical Visitor and professor of computer science at the Universidad Nacional Autónoma de México, where he leads the Self-organizing Systems Lab, among many other titles you can find in our show notes. For the next hour, we'll discuss his decades of research and writing on a vast array of core complex systems concepts and their intersections with both Western and Eastern philosophical traditions — a first for this podcast.If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.For HD virtual backgrounds of the SFI campus to use on video calls and a chance to win a signed copy of one of our books from the SFI Press, please help us improve our scicomm by completing a survey linked in the show notes.Or just a copy of the recently resurfaced SFI Press Archival Volume Complexity, Entropy, and The Physics of Information.There's still time to apply for the Complexity GAINS UK program for PhD students – apps close March 15th.Or come work for us! We are on the lookout for a new Digital Media Specialist, an Applied Complexity Fellow in Sustainability, a Research Assistant in Emergent Political Economies, and a Payroll, Accounts Payable & Receivable Specialist.You can also join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned & Related Links:Carlos publishes the Complexity Digest Newsletter.His SFI Seminars to date:A Brief History of BalanceEmergence, (Self)Organization, and ComplexityCriticality: A Balance Between Robustness and AdaptabilityFestina lente (the slower-is-faster effect)Antifragility: Dynamical BalanceW. Ross Ashby & The Law of Requisite VarietyHyperobjectsby Timothy MortonHow can we think the complex?by Carlos Gershenson and Francis HeylighenThe Implications of Interactions for Science and Philosophyby Carlos GershensonComplexity and Philosophyby Francis Heylighen, Paul Cilliers, Carlos GershensonHeterogeneity extends criticalityby Fernanda Sánchez-Puig, Octavio Zapata, Omar K, Pineda, Gerardo Iñiguez, and Carlos GershensonWhen Can we Call a System Self-organizing?by Carlos Gershenson and Francis HeylighenTemporal, Structural, and Functional Heterogeneities Extend Criticality and Antifragility in Random Boolean Networksby Amahury Jafet López-Díaz, Fernanda Sánchez-Puig, and Carlos GershensonWhen slower is fasterby Carlos Gershenson, Dirk HelbingSelf-organization leads to supraoptimal performance in public transportation systemsby Carlos GershensonDynamics of rankingby Gerardo Iñiguez, Carlos Pineda, Carlos Gershenson, & Albert-László BarabásiSelf-Organizing Traffic Lightsby Carlos GershensonDynamic competition and resource partitioning during the early life of two widespread, abundant and ecologically similar fishesby A. D. Nunn, L. H. Vickers, K. Mazik, J. D. Bolland, G. Peirson, S. N. Axford, A. Henshaw & I. G. CowxTowards a general theory of balanceby Carlos GershensonA Calculus for Self-Referenceby Francisco VarelaOn Some Mental Effects of The Earthquakeby William JamesSelf-Organization Leads to Supraoptimal Performance in Public Transportation Systemsby Carlos GershensonAlison Gopnik on Child Development, Elderhood, Caregiving, and A.I.Complexity Ep. 99Simon DeDeo on Good Explanations & Diseases of EpistemologyComplexity Ep. 72David Wolpert on The No Free Lunch Theorems and Why They Undermine The Scientific MethodComplexity Ep. 45The Clock of the Long Now: Time and Responsibilityby Stewart BrandMichael LachmannStuart KauffmanAndreas WagnerCosma ShaliziNassim TalebDoes Free Will Violate The Laws of Physics?Big Think interviews Sean Carroll

And now for something completely different!  Last October, The Santa Fe Institute held its third InterPlanetary Festival at SITE Santa Fe, celebrating the immensely long time horizon, deep scientific and philosophical questions, psychological challenges, and engineering problems involved in humankind's Great Work to extend its understanding and presence into outer space. For our third edition, we turned our attention to visionary projects living generations will likely not live to see completed — interstellar travel, off-world cities, radical new ways of understanding spacetime — as an invitation to engage in science as not merely interesting but deeply fun. For our first panel, we decided to inquire: What is time, really? How has science fiction changed  the way we track and measure, speak about, and live in time? And how do physics and complex systems science pose and answer these most fundamental questions?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.In this week's episode, we share the Complex Conceptions of Time panel from InterPlanetary Festival 2022, moderated by SFI President David Krakauer and featuring an all-star trinity of panelists: science journalist James Gleick, sci-fi author and SFI Miller Scholar Ted Chiang, and physicist and SFI Professor David Wolpert. In this hour, we play with and dissect some favorite metaphors for time, unroll the history of time's mathematization, review time travel in science fiction, and examine the arguments between free will and determinism.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com — as well as the extensive, interactive web-based “Voyager Golden Record Liner Notes” with links to not only all of the panels from IPFest 2022 but also copious additional resources, including contributor bios, peer-reviewed publications, science fiction and nonfiction science writing, and more…If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.If you'd like some HD virtual backgrounds of the SFI campus to use on video calls and a chance to win a signed copy of one of our books from the SFI Press, help us improve our science communication by completing a survey about our various scicomm channels. Thanks for your time!Lastly, we have a bevy of summer programs coming up! Join us June 19-23 for Collective Intelligence: Foundations + Radical Ideas, a first-ever event open to both academics and professionals, with sessions on adaptive matter, animal groups, brains, AI, teams, and more.  Space is limited!  The application deadline has been extended to March 1st.OR apply to the Graduate Workshop on Complexity in Social Science.OR the Complexity GAINS UK program for PhD students.(OR check our open listings for a staff or research job!)Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Episode cover art by Michael Garfield with the help of Midjourney.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedIn(SOME) Mentioned & Related Links:David KrakauerMathematical languages shape our understanding of time in physicsby Nicolas GisinDoes Time Really Flow? New Clues Come From a Century-Old Approach to Mathby Natalie WolchoverThe Principle of Least ActionPath Integral FormulationClosed Timelike CurveThe Time Machineby H. G. WellsKip ThorneJames GleickGenius: The Life and Science of Richard FeynmanThe Physicist and The Philosopherby Jimena CanalesTed Chiang“Story of Your Life”ArrivalExhalationRussian Doll (TV series)“The Merchant and the Alchemist's Gate”David WolpertComplexity 94 - David Wolpert & Farita Tasnim on The Thermodynamics of CommunicationComplexity 45 - David Wolpert on The No Free Lunch Theorems and Why They Undermine The Scientific MethodA Connecticut Yankee in King Arthur's Court by Mark TwainIntuitionist Mathematics

There are maps, and there are territories, and humans frequently confuse the two. No matter how insistently this point has been made by cognitive neuroscience, epistemology, economics, and a score of other disciplines, one common human error is to act as if we know what we should measure, and that what we measure is what matters. But what we value doesn't even always have a metric. And even reasonable proxies can distort our understanding of and behavior in the world we want to navigate. Even carefully collected biometric data can occlude the other factors that determine health, or can oversimplify a nuanced conversation on the plural and contextual dimensions of health, transforming goals like functional fitness into something easier to quantify but far less useful. This philosophical conundrum magnifies when we consider governance at scales beyond those at which Homo sapiens evolved to grasp intuitively: What should we count to wisely operate a nation-state? How do we practice social science in a way that can inform new, smarter species of   political economy? And how can we escape the seductive but false clarity of systems that rain information but do not enhance collective wisdom?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on the show we talk to SFI External Professor Paul Smaldino at UC Merced and University of Utah Professor of Philosophy  C. Thi Nguyen. In this episode we talk about   value capture and legibility, viewpoint diversity, issues that plague big governments, and expert identification problems…and map the challenges “ahead of us” as SFI continues as the hub of a five-year international research collaboration into emergent political economies. (Find links to all previous episodes in this sub-series in the notes below.)Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.If you'd like some HD virtual backgrounds of the SFI campus to use on video calls and a chance to win a signed copy of one of our books from the SFI Press, help us improve our science communication by completing a survey about our various scicomm channels. Thanks for your time!Lastly, we have a bevy of summer programs coming up! Join us June 19-23 for Collective Intelligence: Foundations + Radical Ideas, a first-ever event open to both academics and professionals, with sessions on adaptive matter, animal groups, brains, AI, teams, and more.  Space is limited!  The application deadline has been extended to March 1st.OR apply to the Graduate Workshop on Complexity in Social Science.OR the Complex ity GAINS UK program for PhD students.(OR check our open listings for a staff or research job!)Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned & Related Links:Transparency Is Surveillanceby C. Thi NguyenThe Seductions of Clarityby C. Thi NguyenThe Natural Selection of Bad Scienceby Paul Smaldino and Richard McElreathMaintaining transient diversity is a general principle for improving collective problem solvingby Paul Smaldino, Cody Moser, Alejandro Pérez Velilla, Mikkel WerlingThe Division of Cognitive Laborby Philip KitcherThe Unreasonable Effectiveness of Mathematics in The Natural Sciencesby Eugene WignerOn Crashing The Barrier of Meaning in A.I.by Melanie MitchellSeeing Like A Stateby James C. ScottJim RuttSlowed Canonical Progress in Large Fields of Scienceby Johan Chu and James EvansThe Coming Battle for the COVID-19 Narrativeby Wendy Carlin and Samuel BowlesPeter TurchinIn The Country of The Blindby Michael Flynn82 - David Krakauer on Emergent Political Economies and A Science of Possibility (EPE 01)83 - Eric Beinhocker & Diane Coyle on Rethinking Economics for A Sustainable & Prosperous World (EPE 02)84 - Ricardo Hausmann & J. Doyne Farmer on Evolving Technologies & Market Ecologies (EPE 03)91 - Steven Teles & Rajiv Sethi on Jailbreaking The Captured Economy (EPE 04)97 - Glen Weyl & Cris Moore on Plurality, Governance, and Decentralized Society (EPE 05)

This is a podcast by and for the curious — and yet, in over three years, we have pointed curiosity at nearly every topic but itself. What is it, anyway? Are there worse and better frames for understanding how desire and wonder, exploration and discovery play out in both the brain and in society? How is scientific research like an amble through the woods? What juicy insights bubble up where neuroscientists, historians, philosophers, and mathematicians meet to answer questions like these? And how long of a path must we traverse to get there?In this episode, we talk with SFI External Professor Dani Bassett, physicist and neuroscientist at the University of Pennsylvania, and her birth twin Perry Zurn, philosopher at American University in Washington, DC. You might consider each one of two lenses in a stereoscopic inquiry. Their new MIT Press book Curious Minds: The Power of Connection bridges quantity and quality to recast curiosity as a phenomenon of networks — as a kind of “edgework” (generative, drawing new associations) instead of “acquistion” (of individuals collecting facts). The brain, after all, is made of networked neurons, and society's a kind of super-brain of networked people, so why not think in terms of links?  Their research offers a taxonomy of kinds of curiosity — three different ways that people move through knowledge networks. Traveling across a web of related ideas, rupturing and mending, weaving, percolating, synthesizing, we embody and perform the objects of their academic study. We hope you find this lively and self-referential conversation offers you a helpful map as you draw your distinct connectome through the world of what is and what could be known...Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Lastly, we have a bevy of summer programs coming up! Join us June 19-23 for Collective Intelligence: Foundations + Radical Ideas, a first-ever event open to both academics and professionals, with sessions on adaptive matter, animal groups, brains, AI, teams, and more.  Space is limited!  Apps close February 1st.OR Apply to participate in the Complex Systems Summer School.OR the Graduate Workshop on Complexity in Social Science.OR the Complexity GAINS UK program for PhD students.(OR check our open listings for a staff or research job!)Thank you for listening…Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned & Related Links:Curious Minds: The Power of Connectionby Perry Zurn and Dani Bassett (MIT Press, 2022)Curiosity as filling, compressing, and reconfiguring knowledge networksby Shubhankar P. Patankar, Dale Zhou, Christopher W. Lynn, Jason Z. Kim, Mathieu Ouellet, Harang Ju, Perry Zurn, David M. Lydon-Staley, Dani S. BassettMurray Gell-Mann on information overload (from A Crude Look At The Whole) [Video]The Arrival of the Fittest: How Nature Innovates by SFI External Professor Andreas WagnerComplexity 99: Alison Gopnik on Child Development, Elderhood, Caregiving, and A.I.Complexity 80: Mingzhen Lu on The Evolution of Root Systems & Biogeochemical CyclingBusybody, Hunter, Dancer: Three Historical Models of Curiosityby Perry ZurnHunters, busybodies and the knowledge network building associated with deprivation curiosityby David M. Lydon-Staley, Dale Zhou, Ann Sizemore Blevins, Perry Zurn & Danielle S. BassettComplexity 29: On Coronavirus, Crisis, and Creative Opportunity with David KrakauerThe Dimensions of Experience: A Natural History of Consciousness by Andrew P. SmithComplexity 68: W. Brian Arthur on Economics in Nouns and Verbs (Part 1)Complexity 90: Caleb Scharf on The Ascent of Information: Life in The Human DataomeComplexity 94: David Wolpert & Farita Tasnim on The Thermodynamics of CommunicationComplexity 35: Scaling Laws & Social Networks in The Time of COVID-19 with Geoffrey West (Part 1)Complexity 87: Sara Walker on The Physics of Life and Planet-Scale IntelligenceThe extent and drivers of gender imbalance in neuroscience reference listsby Jordan D. Dworkin, Kristin A. Linn, Erin G. Teich, Perry Zurn, Russell T. Shinohara & Danielle S. BassettUnderflows: Queer Trans Ecologies and River Justice by Cleo Wölfle HazardThe Sounds of Life by Karen BakkerBraiding Sweetgrass by Robin Wall KimmererDirk Brockmann's interactive explorablesNicky Case's interactive explorablesThe Thing From The Future (speculative futurism card game by Stuart Candy & Jeff Watson at Situation Lab)Bayo Akomolafe (re: networks, the nonhuman turn, and questioning the rhetoric of individuals as “designers”)LAION-5B: An open large-scale dataset for training next generation image-text modelsby Christoph Schuhmann, Romain Beaumont, Richard Vencu, Cade Gordon, Ross Wightman, Mehdi Cherti, Theo Coombes, Aarush Katta, Clayton Mullis, Mitchell Wortsman, Patrick Schramowski, Srivatsa Kundurthy, Katherine Crowson, Ludwig Schmidt, Robert Kaczmarczyk, Jenia JitsevComplexity 86: Dmitri Tymoczko on The Shape of Music: Mathematical Order in Western TonalityDani & Perry on SFI External Professor Sean Carroll's MINDSCAPE Podcast

Humans have an unusually long childhood — and an unusually long elderhood past the age of reproductive activity. Why do we spend so much time playing and exploring, caregiving and reflecting, learning and transmitting? What were the evolutionary circumstances that led to our unique life history among the primates? What use is the undisciplined child brain with its tendencies to drift, scatter, and explore in a world that adults understand in such very different terms? And what can we transpose from the study of human cognition as a developmental, stagewise process to the refinement and application of machine learning technologies?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week we talk to SFI External Professor Alison Gopnik, Professor of Psychology and Affiliate Professor of Philosophy at the University of California Berkeley, author of numerous books on psych, cognitive science, childhood development. She writes a column at The Wall Street Journal, alternating with Robert Sapolsky. Slate said that Gopnik is “where to go if you want to get into the head of a baby.” In our conversation we discuss the tension between exploration and exploitation, the curious evolutionary origins of human cognition, the value of old age, and she provides a sober counterpoint about life in the age of large language machine learning models.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us at santafe.edu/engage.Lastly, we have a bevy of summer programs coming up! Join us June 19-23 for Collective Intelligence: Foundations + Radical Ideas, a first-ever event open to both academics and professionals, with sessions on adaptive matter, animal groups, brains, AI, teams, and more.  Space is limited! Apps close February 1st.OR Apply to participate in the Complex Systems Summer School.OR the Graduate Workshop on Complexity in Social Science.OR the Undergraduate Complexity Research program, for which apps close tonight!OR the free online Foundations and Applications in Humanities Analytics course with Complexity Explorer, which starts next week.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned & Related Links:Alison Gopnik at WikipediaAlison Gopnik's Google Scholar pageExplanation as Orgasmby Alison GopnikTwitter thread for Gopnik's latest SFI Seminar on machine learning and child developmentChanges in cognitive flexibility and hypothesis search across human life history from childhood to adolescence to adulthoodby Gopnik et al.Pretense, Counterfactuals, and Bayesian Causal Models: Why What Is Not Real Really Mattersby Deena Weisberg & Alison GopnikChildhood as a solution to explore–exploit tensionsby Alison GopnikThe Origins of Common Sense in Humans and Machinesby Kevin A Smith, Eliza Kosoy, Alison Gopnik, Deepak Pathak, Alan Fern, Joshua B Tenenbaum, & Tomer UllmanWhat Does “Mind-Wandering” Mean to the Folk? An Empirical Investigationby Zachary C. Irving, Aaron Glasser, Alison Gopnik, Verity Pinter, Chandra SripadaModels of Human Scientific Discoveryby Robert Goldstone, Alison Gopnik, Paul Thagard, Tomer UllmanLove Lets Us Learn: Psychological Science Makes the Case for Policies That Help Childrenby Alison Gopnik at APSOur Favorite New Things Are the Old Onesby Alison Gopnik at The Wall Street JournalAn exchange of letters on the role of noise in collective intelligenceby Daniel Kahneman, David Krakauer, Olivier Sibony, Cass Sunstein, & David Wolpert#DEVOBIAS2018 on SFI TwitterCoarse-graining as a downward causation mechanismby Jessica FlackComplexity 90: Caleb Scharf on The Ascent of Information: Life in The Human DataomeComplexity 15: R. Maria del-Rio Chanona on Modeling Labor Markets & Tech UnemploymentLearning through the grapevine and the impact of the breadth and depth of social networksby Matthew Jackson, Suraj Malladi, & David McAdamsThe coming battle for the COVID-19 narrativeby Wendy Carlin & Sam BowlesComplexity 83: Eric Beinhocker & Diane Coyle on Rethinking Economics for A Sustainable & Prosperous WorldComplexity 97: Glen Weyl & Cris Moore on Plurality, Governance, and Decentralized SocietyDerek Thompson at The Atlantic on the forces slowing innovation at scale (citing Chu & Evans)

What does it mean to think? What are the traits of thinking systems that we could use to identify them? Different environmental variables call for different strategies in individual and collective cognition — what defines the threshold at which so-called “solid” brains transition into “liquids”? And how might we apply these and related lessons from ecology and evolution to help steward a diverse and thriving future with technology, and keep the biosphere afloat?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on the show we talk to SFI External Professor Ricard Solé of the Universitat Pompeu Fabra (Website, Twitter, Google Scholar) about liquid and solid brains, the scaling of cognition, criticality, contagions, and terraforming our own planet with synthetic bio.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us, including our upcoming program for Undergraduate Complexity Research, our new SFI Press book Ex Machina by John H. Miller, and an open postdoctoral fellowship in Belief Dynamics — at santafe.edu/engage.Lastly, join us June 19-23 for Collective Intelligence: Foundations + Radical Ideas, a first-ever event open to both academics and professionals, with sessions on adaptive matter, animal groups, brains, AI, teams, and more.  Space is limited! Apps close February 1st. Learn more on our website.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInReferenced & Related WorksLiquid and Solid Brains: Mapping the Cognition SpaceSFI Seminar by Ricard SoléJohn Hopfield (re: biology as computation)Synthetic transitions: towards a new synthesisby Ricard SoléComplexity 93 - Kate Adamala on Synthetic Biology, Origins of Life, and BioethicsThe Multiple Paths to Multiple Lifeby Chris Kempes and David KrakauerSimon Conway Morris (re: macroevolutionary trends)Scale and information-processing thresholds in Holocene social evolutionby Jaewon Shin et al.Smarter Parts Make Collective Systems Too Stubbornby Jordana Cepelewicz at Quanta MagazineComplexity 90 - Caleb Scharf on The Ascent of Information: Life in The Human DataomeWill Ratcliff (re: yeasts and emergent multi-cellularity)Complexity 29 - On Coronavirus, Crisis, and Creative Opportunity with David Krakauer (Transmission Series Ep. 3)Synthetic criticality in cellular brainsby Ricard Solé et al.Tom Ray (re: artificial life)Complexity and fragility in ecological networksby Ricard Solé and José MontoyaEcological Networks and Their Fragilityby José Montoya, Stuart Pimm, and Ricard SoléThe small world of human languageby Ramon Ferrer i Cancho and Ricard SoléMacroscopic patterns of interacting contagions are indistinguishable from social reinforcementby Laurent Hébert-Dufresne, Sam Scarpino, and Jean-Gabriel YoungComplexity 56 - J. Doyne Farmer on The Complexity Economics RevolutionComplexity 66 - Katherine Collins on Better Investing Through BiomimicryChris Langton (re: criticality)Jim Crutchfield (re: the edge of chaos)Per Bak (re: self-organized criticality)Complexity 10 - Melanie Moses on Metabolic Scaling in Biology & ComputationComplexity 3 - Sabine Hauert on Swarming Across ScalesNiles Eldredge (re: punctuated equilibria)Terraforming the biosphere: can bioengineering save us?SFI Seminar by Ricard SoléEcological complexity and the biosphere: the next 30 yearsby Ricard Solé and Simon LevinEcological firewalls for synthetic biologyby Blai Vidiella and Ricard SoléRachel Armstrong (re: synthetic biology for CO2 fixing in concrete)Stewardship of global collective behaviorby Joseph Bak-Coleman et al.Complexity 64 - Reconstructing Ancient Superhighways with Stefani Crabtree and Devin WhiteComplexity 5 - Jennifer Dunne on Food Webs & ArchaeoEcology

In his foundational 1972 paper “More Is Different,” physicist Phil Anderson made the case that reducing the objects of scientific study to their smallest components does not allow researchers to predict the behaviors of those systems upon reconstruction. Another way of putting this is that different disciplines reveal different truths at different scales. Contrary to long-held convictions that there would one day be one great unifying theory to explain it all, fundamental research in this century looks more like a bouquet of complementary approaches. This pluralistic thinking hearkens back to the work of 19th century psychologist William James and looks forward into the growing popularity of evidence-based approaches that cultivate diversity in team-building, governance, and ecological systems. Context-dependent theory and practice calls for choirs of voices…so how do we encourage this? New systems must emerge to handle the complexity of digital society…what might they look like?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on the show we dip back into our sub-series on SFI's Emergent Political Economies research theme with a trialogue featuring Microsoft Research Lead Glen Weyl (founder of RadicalXChange and founder-chair of The Plurality Institute), and SFI Resident Professor Cristopher Moore (author of over 150 papers at the intersection of physics and computer science). In our conversation we discuss the case for a radically pluralistic approach, explore the links between plurality and quantum mechanics, and outline potential technological solutions to the “sense-making” problems of the 21st century.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us, including our upcoming program for Undergraduate Complexity Research, our new SFI Press book Ex Machina by John H. Miller, and an open postdoctoral fellowship in Belief Dynamics — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInReferenced & Related WorksWhy I Am A Pluralistby Glen WeylReflecting on A Possible Quadratic Wormhole between Quantum Mechanics and Pluralityby Michael Freedman, Michal Fabinger, Glen WeylDecentralized Society: Finding Web3's Soulby Glen Weyl, Puja Ohlhaver, Vitalik ButerinAI is an Ideology, Not a Technologyby Glen Weyl & Jaron LanierHow Civic Technology Can Help Stop a Pandemicby Jaron Lanier & Glen WeylA Flexible Design for Funding Public Goodsby Vitalik Buterin, Zöe Hitzig, Glen WeylEquality of Power and Fair Public Decision-makingby Nicole Immorlica, Benjamin Plautt, Glen WeylScale and information-processing thresholds in Holocene social evolutionby Jaeweon Shin, Michael Holton Price, David Wolpert, Hajime Shimao, Brendan Tracey & Timothy Kohler Toward a Connected Societyby Danielle AllenThe role of directionality, heterogeneity and correlations in epidemic risk and spreadby Antoine Allard, Cris Moore, Samuel Scarpino, Benjamin Althouse, and Laurent Hébert-DufresneThe Generals' Scuttlebutt: Byzantine-Resilient Gossip Protocolsby Sandro Coretti, Aggelos Kiayias, Cristopher Moore, Alexander RussellEffective Resistance for Pandemics: Mobility Network Sparsification for High-Fidelity Epidemic Simulationby Alexander Mercier, Samuel Scarpino, and Cris MooreHow Accurate are Rebuttable Presumptions of Pretrial Dangerousness? A Natural Experiment from New Mexicoby Cris Moore, Elise Ferguson, Paul GuerinThe Uncertainty Principle: In an age of profound disagreements, mathematics shows us how to pursue truth togetherby Cris Moore & John KaagOn Becoming Aware: A pragmatics of experiencingby Nathalie Depraz, Francisco Varela, and Pierre VermerschThe Beginning of Infinity: Explanations That Transform The Worldby David Deutsch[Twitter thread on chess]by Vitalik ButerinLetter from Birmingham Jailby Martin Luther King, Jr.The End of History and The Last Manby Francis FukuyamaEnabling the Individual: Simmel, Dewey and “The Need for a Philosophy of Education”by H. KoenigEncyclical Letter Fratelli Tutti of The Holy Father Francis on Fraternity and Social Friendshipby Pope FrancisWhat can we know about that which we cannot even imagine?by David WolpertJ.C.R. Licklider (1, 2)Allison Duettman (re: existential hope)Evan Miyazono (re: Protocol Labs research)Intangible Capital (“an open access scientific journal that publishes theoretical or empirical peer-reviewed articles, which contribute to advance the understanding of phenomena related with all aspects of management and organizational behavior, approached from the perspectives of intellectual capital, strategic management, human resource management, applied psychology, education, IT, supply chain management, accounting…”)Polis (“a real-time system for gathering, analyzing and understanding what large groups of people think in their own words, enabled by advanced statistics and machine learning”)Related Complexity Podcast Episodes7 - Rajiv Sethi on Stereotypes, Crime, and The Pursuit of Justice51 - Cris Moore on Algorithmic Justice & The Physics of Inference55 - James Evans on Social Computing and Diversity by Design68 - W. Brian Arthur on Economics in Nouns and Verbs (Part 1)69 - W. Brian Arthur (Part 2) on "Prim Dreams of Order vs. Messy Vitality" in Economics, Math, and Physics82 - David Krakauer on Emergent Political Economies and A Science of Possibility (EPE 01)83 - Eric Beinhocker & Diane Coyle on Rethinking Economics for A Sustainable & Prosperous World (EPE 02)84 - Ricardo Hausmann & J. Doyne Farmer on Evolving Technologies & Market Ecologies (EPE 03)91 - Steven Teles & Rajiv Sethi on Jailbreaking The Captured Economy (EPE 04)

What makes us human?  Over the last several decades, the once-vast island of human exceptionalism has lost significant ground to wave upon wave of research revealing cognition, emotion, problem-solving, and tool-use in other organisms. But there remains a clear sense that humans stand apart — evidenced by our unique capacity to overrun the planet and remake it in our image. What is unique about the human mind, and how might we engage this question rigorously through the lens of neuroscience? How are our gifts of simulation and imagination different from those of other animals? And what, if anything, can we know of the “curiosity” of even larger systems in which we're embedded — the social superorganisms, ecosystems, technospheres within which we exist like neurons in the brain?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week we conclude a two-part conversation with SFI External Professor John Krakauer, Professor of Neurology and Director of the Center for the Study of Motor Learning and Brain Repair at Johns Hopkins. In this episode, we talk about the nature of curiosity and learning, and whether the difference between the cognitive capacities and inner lifeworld of humans and other animals constitutes a matter of degree or one of kind…Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com  . If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage. Please also note that we are now accepting applications for an open postdoc fellowship, next summer's undergraduate research program, and the next cohort of Complexity Explorer's course in the digital humanities. We welcome your submissions!Lastly, for more from John Krakauer, check out our new six-minute time-lapse of notes from the 2022 InterPlanetary Festival panel discussions on intelligence and the limits to human performance in space…Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInReferenced in this episode:Prospective Learning: Back to the Futureby The Future Learning Collective (Joshua Vogelstein, et al.)The Learning Salon: Toward a new participatory scienceby Ida Momennejad, John Krakauer, Claire Sun, Eva Yezerets, Kanaka Rajan, Joshua Vogelstein, Brad WybleArtificial Intelligence Hits the Barrier of Meaningby Melanie Mitchell at The New York TimesEconomic Possibilities for our Grandchildrenby John Maynard KeynesThe Intelligent Life of the City Raccoonby Jude Isabella at Nautilus MagazineThe maintenance of vocal learning by gene-culture interaction: the cultural trap hypothesisby R. F. Lachlan and P. J. B. SlaterMindscape Podcast 87 - Karl Friston on Brains, Predictions, and Free Energyby Sean CarrollThe Apportionment of Human Diversityby Richard LewontinFrom Extraterrestrials to Animal Minds: Six Myths of Evolutionby Simon Conway MorrisI Am a Strange Loopby Douglas HoftstadterCoarse-graining as a downward causation mechanismby Jessica FlackDaniel DennettSusan BlackmoreRelated Episodes:Complexity 9 - Mirta Galesic on Social Learning & Decision-makingComplexity 12 - Matthew Jackson on Social & Economic NetworksComplexity 21 - Melanie Mitchell on Artificial Intelligence: What We Still Don't KnowComplexity 31 - Embracing Complexity for Systemic Interventions with David Krakauer (Transmission Series Ep. 5)Complexity 52 - Mark Moffett on Canopy Biology & The Human SwarmComplexity 55 - James Evans on Social Computing and Diversity by DesignComplexity 87 - Sara Walker on The Physics of Life and Planet-Scale IntelligenceComplexity 90 - Caleb Scharf on The Ascent of Information: Life in The Human DataomeComplexity 95 - John Krakauer Part 1: Taking Multiple Perspectives on The Brain

The brain is arguably one of the most complex objects known to science. How best to understand it? That is a trick question: brains are organized at many levels and attempts to grasp them all through one approach — be it micro, macro, anatomical, behavioral — are destined to leave out crucial insights. What more, thinking “vertically” across scales, one might miss important angles from another discipline along the “horizontal” axis. For inquiries too big to sit within one field of knowledge, maybe it is time we resurrected the salon: a mode of scientific exploration that levels hierarchies of expertise and optimizes for more complementary and high-dimensional, egalitarian, communal discourse. As with the Jainist philosophic principle anekantavada — how many blind people does it take to grok an elephant? — neuroscience is perhaps best practiced as innately and intensely multiperspectival…Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week is part one of a two-part conversation with SFI External Professor John Krakauer, Professor of Neurology and Director of the Center for the Study of Motor Learning and Brain Repair at Johns Hopkins . In this episode, we talk about the history of different ways of studying the brain — in animals and humans — and how subjects as complex as brains invite a different way of seeing, one that synthesizes many different ways of seeing…Thanks for your patience with the recent delays in publication — with InterPlanetary Festival and our Annual Symposium behind us, Complexity will now return to regular biweekly scheduling.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com, and stay tuned for part two — in which we talk about how learning is inherently a future-focused exercise, and what that means for education. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us, including an open postdoctoral fellowship in Belief Dynamics — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInReferenced in this episode:Neuroscience Needs Behavior: Correcting a Reductionist BiasJohn Krakauer, Asif Ghazanfar, Alex Gomez-Marin, Malcolm MacIver, David PoeppelTwo Views of the Cognitive BrainDavid Barack & John KrakauerOn Beyond Living: Rhetorical Transformations of the Life SciencesRichard DoyleSimon DeDeo on Good Explanations & Diseases of EpistemologyComplexity Podcast Episode 72Former SFI Fellow David Kinney, epistemologist (re: disciplines as levels of explanatory granularity)Coarse-graining as a downward causation mechanismJessica FlackIntegral Ecology: Uniting Multiple Perspectives on the Natural WorldSean Esbjörn-Hargens & Michael ZimmermanCarl Cranor, moral philosopher (re: causation)The Learning Salon: Toward a new participatory scienceIda Momennejad, John Krakauer, Claire Sun, Eva Yezerets, Kanaka Rajan, Joshua Vogelstein, Brad WybleBrain Inspired PodcastPaul MiddlebrookseLife JournalbiorXivW. Brian Arthur on Economics in Nouns and Verbs (Part 1)Complexity Podcast Episode 68W. Brian Arthur (Part 2) on "Prim Dreams of Order vs. Messy Vitality" in Economics, Math, and PhysicsComplexity Podcast Episode 69Sand Talk: How Indigenous Thinking Can Save The WorldTyson Yunkaporta

Communication is a physical process. It's common sense that sending and receiving intelligible messages takes work…but how much work? The question of the relationship between energy, information, and matter is one of the deepest known to science. There appear to be limits to the rate at which communication between two systems can happen…but the search for a fundamental relationship between speed, error, and energy (among other things) promises insights far deeper than merely whether we can keep making faster internet devices. Strap in (and consider slowing down) for a broad and deep discussion on the bounds within which our entire universe must play…Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week we speak with SFI Professor David Wolpert and MIT Physics PhD student Farita Tasnim, who have worked together over the last year on pioneering research into the nonlinear dynamics of communication channels. In this episode, we explore the history and ongoing evolution of information theory and coding theory, what the field of stochastic thermodynamics has to do with limits to human knowledge, and the role of noise in collective intelligence.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us, including a handful of open postdoctoral fellowships — at santafe.edu/engage.Lastly, this weekend — October 22nd & 23rd — is the return of our InterPlanetary Festival! Join our YouTube livestream for two full days of panel discussions, keynotes, and bleeding edge multimedia performances focusing   space exploration through the lens of complex systems science. The fun begins at 11 A.M. Mountain Time on Saturday and ends 6 P.M. Mountain Time on Sunday. Everything will be recorded and archived at the stream link in case you can't tune in for the live event. Learn more at interplanetaryfest.org…Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInReferenced in this episode:Nonlinear thermodynamics of communication channelsby Farita Tasnim and David Wolpert (forthcoming at arXiv.org)Heterogeneity and Efficiency in the Brainby Vijay BalasubramanianNoisy Deductive Reasoning: How Humans Construct Math, and How Math Constructs Universesby David Wolpert & David KinneyStochastic Mathematical Systemsby David Wolpert & David KinneyTwenty-five years of nanoscale thermodynamicsby Chase P. Broedersz & Pierre RoncerayTen Questions about The Hard Limits of Human Intelligenceby David WolpertWhat can we know about that which we cannot even imagine?by David WolpertCommunication consumes 35 times more energy than computation in the human cortex, but both costs are needed to predict synapse numberby William Levy & Victoria CalvertAn exchange of letters on the role of noise in collective intelligenceby Daniel Kahneman, David Krakauer, Olivier Sibony, Cass Sunstein, David WolpertWhen Slower Is Fasterby Carlos Gershenson & Dirk HelbingAdditional Resources:The stochastic thermodynamics of computationby David WolpertElements of Information Theory, Second Edition (textbook)by Thomas Cover & Joy ThomasComputational Complexity: A Modern Approach (textbook)by Sanjeev Arora & Boaz BarakAn Introduction to Kolmogorov Complexity and Its Applications (textbook)by Ming Li & Paul Vitányi

What does it mean to be alive? Our origins are the horizon of our understanding, and as with the physical horizon, our approach brings us no closer. The more we learn, the more mysterious it all becomes. What if we're asking the wrong questions? Maybe life did not begin at all, but rather coalesced piecemeal, a set of properties contingent and convergent, plural, more than once? Maybe the origin of life is happening right now, just over the horizon, forming something new anew. Let's get into the weeds and see if we can find a continuity between biology and physics.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week we speak with Kate Adamala, synthetic biologist and professor at the University of Minnesota, about her research to produce synthetic minimal cells that are not technically alive but can perform myriad biological processes. Along the way the distant past and future meet. Can we build life? Or can we grow machines?Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. Note that applications are now open for our Complexity Postdoctoral Fellowships! If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInReferenced in this episode:Nonenzymatic Template-Directed RNA Synthesis Inside Model ProtocellsEngineering genetic circuit interactions within and between synthetic minimal cellsCompetition between model protocells driven by an encapsulated catalystSynthetic cells in biomedical applicationsParasites, infections and inoculation in synthetic minimal cellsBuild-a-Cell: Engineering a Synthetic Cell CommunityThe Andromeda Strain and the Meaning of Life: Monolith MonologuesSara Walker on The Physics of Life and Planet-Scale IntelligenceWhat Technology Wants by Kevin KellyMatthew Jackson on Social & Economic NetworksScott PageMind Children by Hans MoravecThe Multiple Paths to Multiple LifeMichael LachmannTerraforming the Biosphere by Ricard SoléScaling Laws & Social Networks in The Time of COVID-19 with Geoffrey West (Part 1)Red Queen

One way to frame the science of complexity is as a revelation of the hidden order under seemingly separate phenomena — a teasing-out of music from the noise of history and nature. This effort follows centuries of work to find the rules that structure language, music, and society. How strictly analogous are the patterns governing a symphony and those that describe a social transformation? Math and music are old friends, but new statistical and computational techniques afford the possibility of going even deeper. What fundamental insights — and what sounds — emerge by bringing physicists, composers, social scientists, data artists, and biologists together?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we sit with two of SFI's External Professors — Miguel Fuentes at the Argentine Society for Philosophical Analysis and the Institute of Complex Systems of Valparaiso, and Marco Buongiorno Nardelli at the University of North Texas — for a discussion that roams from their working group on the complexity of music, to fundamental questions about the nature of emergence, to how we might bring all of these ideas together to think about  social transformation as a kind of music in its own right.A show that spend so much time exploring sense and nonsense would hardly be complete without technical errors, so please accept our apologies for losing some of Miguel's backstory to a recording glitch. For this reason, be extra sure to check out our extensive show notes with links to all our references at complexity.simplecast.com.Note that applications are now open for our Complexity Postdoctoral Fellowships! If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInReferenced in this episode:An ‘integrated mess of music lovers in science'on the 2020 Music & Complexity SFI Working Group(with YouTube playlist of talks)Expanding our understanding of musical complexityon the 2022 Music & Complexity SFI Working GroupTopology of Networks in Generalized Musical Spacesby Marco Buongiorno NardelliTonal harmony and the topology of dynamical score networksby Marco Buongiorno Nardellia computer-aided data-driven composition environment for the sonification and dramatization of scientific data streamsby Marco Buongiorno NardelliMachines that listen: towards a machine listening model based on perceptual descriptorsby Marco Buongiorno Nardelli, Mitsuko Aramaki, Sølvi Ystad, and Richard Kronland-MartinetDoes network complexity help organize Babel's library?by Juan Pablo Cárdenas Iván González, Gerardo Vidal, and Miguel FuentesComplexity and the Emergence of Physical Propertiesby Miguel FuentesThe Structure of Online Information Behind Social Crisesby Juan Pablo Cárdenas, Gastón Olivares, Gerardo Vidal, Carolina Urbina and Miguel Fuentes88 - Aviv Bergman on The Evolution of Robustness and Integrating The DisciplinesComplexity Podcast86 - Dmitri Tymoczko on The Shape of Music: Mathematical Order in Western TonalityComplexity Podcast81 - C. Brandon Ogbunu on Epistasis & The Primacy of Context in Complex SystemsComplexity Podcast67 - Tyler Marghetis on Breakdowns & Breakthroughs: Critical Transitions in Jazz & MathematicsComplexity Podcast36 - Geoffrey West on Scaling, Open-Ended Growth, and Accelerating Crisis/Innovation Cycles: Transcendence or Collapse? (Part 2)Complexity Podcast27 - COVID-19 & Complex Time in Biology & Economics with David Krakauer (Transmission Series Ep. 2)Complexity PodcastIgnorance, Failure, Uncertainty, and the Optimism of Scienceby Stuart Firestein (SFI Community Lecture)SFI's Operating Principlesby Cormac McCarthy

As the old nut goes, “To the victor go the spoils.” But if each round of play consolidates the spoils into fewer hands, eventually it comes to pass that wealthy special interests twist the rules so much it undermines the game itself. When economic power overtakes the processes of democratic governance, growth stagnates, and the rift between the rich and poor becomes abyssal. Desperate times and desperate measures jeopardize the fabric of society. How might nonpartisan approaches to this wicked problem help us walk the system back into a healthy balance?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity we speak with Steven Teles, political scientist at Johns Hopkins University and SFI External Professor Rajiv Sethi, Professor of Economics at Barnard College, Columbia University about how self-serving economic actors intervene in regulation to stifle innovation, increase inequality, and contribute to the conditions in which violence can flourish. Referencing Teles' aisle-crossing book The Captured Economy with co-author Brink Lindsey, we link the problem of regulatory capture in its myriad forms to Sethi's work on race, inequality, and crime, which we discussed in Episode 7 (Rajiv Sethi on Crime, Stereotypes, and The Pursuit of Justice). At the interface between the left and right, public and private, our guests shed light on the forces that divide — and may help reunite — the USA and other modern nations.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. Note that applications are now open for our Complexity Postdoctoral Fellowships! Tell a friend. And if you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMore on the Emergent Political Economies SFI Research Theme:SFI launches new research theme on emergent political economiesComplexity 82 - David Krakauer on Emergent Political Economies and A Science of Possibility (EPE 01)Complexity 83 - Eric Beinhocker & Diane Coyle on Rethinking Economics for A Sustainable & Prosperous World (EPE 02)Complexity 84 - Ricardo Hausmann & J. Doyne Farmer on Evolving Technologies & Market Ecologies (EPE 03)Referenced in (or related to) this episode:The Captured Economy: How The Powerful Enrich Themselves, Slow Down Growth, and Increase Inequalityby Brink Lindsey and Steven TelesShadows of Doubt: Stereotypes, Crime, and the Pursuit of Justiceby Brendan O'Flaherty and Rajiv SethiComplexity 19 - David B. Kinney on the Philosophy of ScienceCommon as Airby Lewis HydeSignalling architectures can prevent cancer evolutionby Leonardo Oña & Michael LachmannScaling of urban income inequality in the USAby Elisa Heinrich Mora, Cate Heine, Jacob J. Jackson, Geoffrey B. West, Vicky Chuqiao Yang and Christopher P. KempesCrime and Punishment in a Divided Societyby Rajiv SethiRajiv Sethi discusses gun violence, critical race theory, and bezzleson The Glenn Loury Show (video)(audio-only podcast link)The Gun Deal by Rajiv Sethi (Substack)Rajiv Sethi reviews Boldrin/Levine's Against Intellectual MonopolySteven Teles and Brink Lindsey on EconTalk with Russ RobertsIs Nothing Sacred? Rajiv Sethi on Salman Rushdie (Substack)Rajiv Sethi with Bari Weiss and David French on gun violenceRajiv Sethi on James Tobin's Hirsch Lecture on Functional Inefficiency in Finance (Substack)

Chances are you're listening to this on an advanced computer that fits in your pocket, but is really just one tentacle tip of a giant, planet-spanning architecture for the gathering and processing of data. A common sentiment among the smartphone-enabled human population is that we not only don't own our data, but our data owns us — or, at least, the pressure of responsibility to keep providing data to the Internet and its devices (and the wider project of human knowledge construction) implicates us in the evolution of a vast, mysterious, largely ineffable self-organizing system that has grabbed the reins of our economies and cultures. This is, in some sense, hardly new: since humankind first started writing down our memories to pass them down through time, we have participated in the “dataome” — a structure and a process that transcends, and transforms, our individuality. Fast-forward to the modern era, when the rapidly-evolving aggregation of all human knowledge tips the scales in favor of the dataome's emergent agency and its demands on us…Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we talk to Caleb Scharf, Director of Astrobiology at Columbia University, about his book, The Ascent of Information: Books, Bits, Genes, and LIfe's Unending Algorithm. In this episode, we talk about the interplay of information, energy, and matter; the nature of the dataome and its relationship to humans and our artifacts; the past and future evolution of the biosphere and technosphere; the role of lies in the emergent informational metabolisms of the Internet; and what this psychoactive frame suggests about the search for hypothetical intelligences we may yet find in outer space.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. Note that applications are now open for our Complexity Postdoctoral Fellowships! Tell a friend. And if you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned and related resources:Caleb's Personal Website, Research Publications, and Popular WritingsCaleb's TwitterWe Are The Aliensby Caleb Scharf at Scientific AmericanWe Are Our Data, Our Data Are Usby Caleb Scharf at The Los Angeles TimesIs Physical Law an Alien Intelligence?by Caleb Scharf at NautilusWhere Do Minds Belong?by Caleb Scharf at AeonAutopoiesis (Wikipedia)The physical limits of communicationby Michael Lachmann, M. E. J. Newman, Cristopher MooreThe Extended Phenotypeby Richard Dawkins“Time Binding” (c/o Alfred Korzybski's General Semantics) (Wikipedia)The Singularity in Our Past Light-Coneby Cosma ShaliziArgument-making in the wildSFI Seminar by Simon DeDeoCoarse-graining as a downward causation mechanismby Jessica FlackIf Modern Humans Are So Smart, Why Are Our Brains Shrinking?by Kathleen McAuliffe at Discover MagazineWhen and Why Did Human Brains Decrease in Size? A New Change-Point Analysis and Insights From Brain Evolution in Antsby Jeremy DeSilva, James Traniello, Alexander Claxton, & Luke FanninComplexity 35 - Scaling Laws & Social Networks in The Time of COVID-19 with Geoffrey West (Part 1)The Collapse of NetworksSFI Symposium Presentation by Raissa D'SouzaJevons Paradox (Wikipedia)What Technology Wantsby Kevin KellyThe Glass Cageby Nicholas CarrThe evolution of languageby Martin Nowak and David KrakauerComplexity 70 - Lauren F. Klein on Data Feminism (Part 1)Complexity 87 - Sara Walker on The Physics of Life and Planet-Scale IntelligenceSimulation hypothesis (Wikipedia)Complexity 88 - Aviv Bergman on The Evolution of Robustness and Integrating The DisciplinesBuilding a dinosaur from a chickenby Jack Horner at TEDComplexity 80 - Mingzhen Lu on The Evolution of Root Systems & Biogeochemical CyclingWhy Animals Lie: How Dishonesty and Belief Can Coexist in a Signaling Systemby Jonathan T. Rowell, Stephen P. Ellner, & H. Kern ReeveThe evolution of lying in well-mixed populationsby Valerio Capraro, Matjaž Perc & Daniele ViloneComplexity 42 - Carl Bergstrom & Jevin West on Calling Bullshit: The Art of Skepticism in a Data-Driven World

Human beings are distinctly weird. We live for a very long time after we stop reproducing, move completely differently than all of our closest relatives, lack the power of chimpanzees and other primates but completely outdo most other terrestrial mammals in a contest of endurance. If we think about bodies as hypotheses about the stable features of their ancestral environments, what do the features of our unusual physiology say about what humans ARE, where we come from, the details of our origin story as a profoundly successful species? And what can we learn by telescoping that story forward to explain some of the most persistent puzzles and paradoxes about our health, the way we age, our need for physical exercise, and our nearly ubiquitous aversion to habits that are good for us?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week, we sprint into the paleoanthropology, biomechanics, and physiology of exercise with Harvard evolutionary biologist Daniel Lieberman, author of several books including Exercised, The Story of the Human Body, and The Evolution of the Human Head. In our rapid-fire discussion we explore how millions of years as hunter-gatherers equipped hominids with a unique package of adaptations for endurance running, why exercise is so good for us but so generally undesirable, and how physical activity in old age helped shape us into the strongly intergenerational social apes we are today.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. Note that applications are now open for our 2023 Complexity Postdoctoral Fellowships! Tell a friend. And if you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned papers and other resources:SFI Colloquium & Twitter thread on Daniel Lieberman's “Active Grandparent Hypothesis”The evolution of human fatigue resistanceby Frank E. Marino, Benjamin E. Sibson, Daniel E. Lieberman "What beer and running taught me about the scientific process"Seminar by SFI Journalism Fellow Christie AschwandenEndurance running and the evolution of Homoby Dennis Bramble & Daniel Lieberman in NatureSFI Professor David Wolpert & the thermodynamics of computationComplexity 64 - Reconstructing Ancient Superhighways with Stefani Crabtree and Devin White3100: Run and Become (Documentary Film)Why run unless something is chasing you?by Daniel Lieberman at The Harvard GazetteHate Working Out? Blame Evolutionby Daniel LIeberman at The New York TimesThe Aging of Wolff's “Law”: Ontogeny and Responses to Mechanical Loading in Cortical Boneby Osbjorn Pearson & DanielL LiebermanEffects of footwear cushioning on leg and longitudinal arch stiffness during runningby Nicholas B.Holowkaab, Stephen M.Gillinovac, EmmanuelVirot, Daniel E.Lieberman

Ask any martial artist: It's not just where a person strikes you but your stance that matters. The amplitude and angle of a blow is one thing but how you can absorb and/or deflect it makes the difference. The same is true in any evolutionary system. Most people seem to know “the butterfly effect” where tiny changes lead to large results, but the inverse also works: complex organisms buffer their development against adverse mutations so that tiny changes cannot redirect the growth of limbs and other organs. It takes a lot to shake the pattern of five fingers on a hand, or five toes on a paw. This is robustness: how much change can something soak up before it transforms? The question leads us into a secret garden of cryptic variation: mutations waiting for their moment, pieces sitting in place that might suddenly and radically metamorphose in changing circumstances. It's why evolution stutters, halts and leaps, and maybe it can help us think about society and mind in ways that deepen comprehension of the tangled and surprising forces playing out at all scales, in society and in ecology. For quests as deep as these, we need to wear new lenses and train inquiries stereoscopically. How can and do the sciences and the humanities inform each other as we keep evolving — not just biologically, but culturally? Can we triangulate the truth by holding theories side by side and looking through them all together?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week, we speak with Aviv Bergman (Google Scholar), External Professor of the Santa Fe Institute and Director of the new Albert Einstein Institute for Advanced Study in the Life Sciences.Be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com. Note that our applications for SFI postdoctoral fellowships open on August 1st! Tell a friend.If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned Papers:Waddington's canalization revisited: Developmental stability and evolutionMark L. Siegal & Aviv BergmanEvolutionary capacitance as a general feature of complex gene networksAviv Bergman & Mark L. SiegalPhenotypic Pliancy and the Breakdown of Epigenetic Polycomb MechanismsMaryl Lambros, Yehonatan Sella, Aviv BergmanMammalian Endothermy Optimally Restricts Fungi and Metabolic CostsAviv Bergman & Arturo CasadevallHow on Earth can Aliens Survive? Concept and Case StudyAviv Bergman's 2022 SFI SeminarAdditional Mentioned Podcasts, Videos, & Writing:Melanie Mitchell on Artificial Intelligence: What We Still Don't KnowOn Coronavirus, Crisis, and Creative Opportunity with David Krakauer (Transmission Series Ep. 3)Ricardo Hausmann & J. Doyne Farmer on Evolving Technologies & Market Ecologies (EPE 03)Olivia Judson on Major Energy Transitions in Evolutionary HistoryJames Evans on Social Computing and Diversity by DesignMirta Galesic on Social Learning & Decision-makingWhat Determines The Complexity of Writing Systems?on the work of SFI Fellow Helena MitonDoes the Ecology of Somatic Tissue Normally Constrain the Evolution of Cancer?SFI Seminar by External Professor John PepperExplosive Proofs of Mathematical TruthsSFI Seminar by External Professor Simon DeDeoArmchair Scienceby 2022 SFI Journalism Fellow Dan Falk at Aeon MagazineThe coming battle for the COVID-19 narrativeSamuel Bowles, Wendy Carlin 10 April 2020Ignorance, Failure, Uncertainty, and the Optimism of ScienceStuart Firestein's 2022 SFI Community Lecture"Ancestral forms are very different, but as you increase regulatory interactions is decreasing the space of the possible. You can think of bureaucracy..."- SFI President David Krakauer on #DevoBias2018

What is life, and where does it come from? These are two of the deepest, most vexing, and persistent questions in science, and their enduring mystery and allure is complicated by the fact that scientists approach them from a myriad of different angles, hard to reconcile. Whatever else one might identify as universal features of all living systems, most scholars would agree life is a physical phenomenon unfolding in time. And yet current physics is notorious for its inadequacy with respect to time. Life appears to hinge on information transfer — but, again, what do we mean by “information,” and what it is relationship to energy and matter? If humankind can't settle fundamental issues with these theoretical investigations, we might be missing other kinds of life (and mind) — not just in outer space, but here on Earth, right beneath our noses. But new models that suggest a vastly wider definition of life offer hope that we might — soon! — not only learn to recognize the biospheres and technospheres of other living worlds, but notice other “aliens” at home, and even find our place amidst a living cosmos.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on the show, we speak with SFI External Professor Sara Walker (Twitter, Google Scholar), Deputy Director of The Beyond Center at ASU, where she acts as Associate Professor in half a dozen different programs. In this conversation, we discuss her pioneering research in the origins of life and the profound and diverse implications of Assembly Theory — a new kind of physics she's developing with chemist Leroy Cronin and a team of SFI and NASA scholars.  Sara likes to speculate out loud in public conversation, so strap in for an unusually enthusiastic, animated, and free-roaming conversation at the very bleeding edge of science. And be sure to check out our extensive show notes with links to all our references at complexity.simplecast.com.If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts or Spotify, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentioned Papers:Intelligence as a planetary scale processby Adam Frank, David Grinspoon & Sara WalkerThe Algorithmic Origins of Lifeby Sara Imari Walker & Paul C. W. DaviesBeyond prebiotic chemistry: What dynamic network properties allow the emergence of life?by Leroy Cronin & Sara WalkerIdentifying molecules as biosignatures with assembly theory and mass spectrometryby Stuart Marshall, Cole Mathis, Emma Carrick, Graham Keenan, Geoffrey Cooper, Heather Graham, Matthew Craven, Piotr Gromski, Douglas Moore, Sara Walker & Leroy CroninAssembly Theory Explains and Quantifies the Emergence of Selection and Evolutionby Abhishek Sharma, Dániel Czégel, Michael Lachmann, Christopher Kempes, Sara Walker, Leroy CroninQuantum Non-Barking Dogsby Sara Imari Walker, Paul C. W. Davies, Prasant Samantray, Yakir AharonovThe Multiple Paths to Multiple Lifeby Christopher P. Kempes & David C. Krakauer Other Related Videos & Writing:SFI Seminar - Why Black Holes Eat Informationby Vijay BalasubramanianMajor Transitions in Planetary Evolutionby Hikaru Furukawa and Sara Imari Walker2022 Community Lecture: “Recognizing The Alien in Us”by Sara WalkerSara Walker and Lee Cronin: The Alien Debateon The Lex Fridman ShowIf Cancer Were Easy, Every Cell Would Do ItSFI Press Release on work by Michael LachmannThe Ministry for The Futureby Kim Stanley RobinsonRe: Wheeler's delayed choice experimentWikipediaOn the SFI “Exploring Life's Origins” Research ProjectComplexity Explorer's Origins of Life Free Open Online CourseChiara Marletto on Constructor TheorySimon Saunders, Philosopher of Physics at OxfordRelated SFI Podcast Episodes:Complexity 2 - The Origins of Life: David Krakauer, Sarah Maurer, and Chris Kempes at InterPlanetary Festival 2019Complexity 8 - Olivia Judson on Major Energy Transitions in Evolutionary HistoryComplexity 17 - Chris Kempes on The Physical Constraints on Life & EvolutionComplexity 40 - The Information Theory of Biology & Origins of Life with Sara Imari Walker (Big Biology Podcast Crossover)Complexity 41 - Natalie Grefenstette on Agnostic Biosignature DetectionComplexity 68 - W. Brian Arthur on Economics in Nouns & Verbs (Part 1)Complexity 80 - Mingzhen Lu on The Evolution of Root Systems & Biogeochemical CyclingAlien Crash Site 015 - Cole MathisAlien Crash Site 019 - Heather GrahamAlien Crash Site 020 - Chris KempesAlien Crash Site 021 - Natalie Grefenstette

Math and music share their mystery and magic. Three notes, played together, make a chord whose properties could not be predicted from those of the separate notes. In the West, music theory and mathematics have common origins and a rich history of shaping and informing one another's field of inquiry. And, curiously, Western composition has evolved over several hundred years in much the same way economies and agents in long-running simulations have: becoming measurably more complex; encoding more and more environmental structure. (But then, sometimes collapses happen, and everything gets simpler.) Music theorists, like the alchemists that came before them, are engaged in a centuries-long project of deciphering the invisible geometry of these relationships. What is the hidden grammar that connects The Beatles to Johann Sebastian Bach — and how similar is it to the hidden order disclosed by complex systems science? In other words, what makes for “good” music, and what does it have to do with the coherence of the natural world?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on the show, we speak with mathematician and composer Dmitri Tymozcko at Princeton University, whose work provides a new rigor to the study of the Western canon and illuminates “the shape of music” — a hyperspatial object from which all works of baroque, classical, romantic, modern, jazz, and pop are all low-dimensional projections. In the first conversation for this podcast with MIDI keyboard accompaniment, we follow upon Gottfried Leibniz's assertion that music is “the unconscious exercise of our mathematical powers.” We explore how melodies and harmonies move through mathematical space in ways quite like the metamorphoses of living systems as they traverse evolutionary fitness landscapes. We examine the application of information theory to chord categorization and functional harmony. And we ask about the nature of randomness, the roles of parsimony and consilience in both art and life.If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage. You can find the complete show notes for every episode, with transcripts and links to cited works, at complexity.simplecast.com.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentions and additional resources:All of Tymoczko's writings mentioned in this conversation can be found on his Princeton.edu websiteYou can explore his interactive music software at MadMusicalScience.comThe Geometry of Musical Chordsby Dmitri TymoczkoAn Information Theoretic Approach to Chord Categorization and Functional Harmonyby Nori Jacoby, Naftali Tishby and Dmitri TymoczkoThis Mathematical Song of the Emotionsby Dmitri TymoczkoThe Sound of Philosophyby Dmitri TymoczkoSelect Tymoczko Video Lectures:Spacious Spatiality (SEMF) 2022The Quadruple HierarchyThe Shape of Music (2014)On the 2020 SFI Music & Complexity Working Group (with a link to the entire video playlist of public presentations).On the 2022 SFI Music & Complexity Working GroupFoundations and Applications of Humanities Analytics Institute at SFIShort explainer animation on SFI Professor Sidney Redner's work on “Sleeping Beauties of Science”The evolution of syntactic communicationby Martin Nowak, Joshua Plotkin, Vincent JansenThe Majesty of Music and Math (PBS special with SFI's Cris Moore)The physical limits of communicationby Michael Lachmann, Mark Newman, Cristopher MooreSupertheories and Consilience from Alchemy to ElectromagnetismSFI Seminar by Simon DeDeoWill brains or algorithms rule the kingdom of science?by David Krakauer at Aeon MagazineScaling, Mirror Symmetries and Musical Consonances Among the Distances of the Planets of the Solar Systemby Michael Bank and Nicola Scafetta“The reward system for people who do a really wonderful job of extracting knowledge and understanding and wisdom…is skewed in the wrong way. If left to the so-called free market, it's mainly skewed toward entertainment or something that's narrowly utilitarian for some business firm or set of business firms.”– Murray Gell-Mann, A Crude Look at The Whole Part 180/200 (1997)Related Episodes:Complexity 81 - C. Brandon Ogbunu on Epistasis & The Primacy of Context in Complex SystemsComplexity 72 - Simon DeDeo on Good Explanations & Diseases of EpistemologyComplexity 70 - Lauren F. Klein on Data Feminism: Surfacing Invisible LaborComplexity 67 - Tyler Marghetis on Breakdowns & Breakthroughs: Critical Transitions in Jazz & MathematicsComplexity 46 - Helena Miton on Cultural Evolution in Music and Writing SystemsComplexity 29 - On Coronavirus, Crisis, and Creative Opportunity with David Krakauer

We lead our lives largely unaware of the immense effort required to support them. All of us grew up inside the so-called “Grid” — actually one of many interconnected regional power grids that electrify our modern world. The physical infrastructure and the regulatory intricacies required to keep the lights on: both have grown organically, piecemeal, in complex networks that nobody seems to fully understand. And yet, we must. Compared to life 150 years ago, we are all utterly dependent on the power grid, and learning how it operates — how tiny failures cause cascading crises, and how tense webs of collaborators make decisions on the way that electricity is priced and served — matters now more than ever.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we speak with SFI External Professor Seth Blumsack (Google Scholar page), Professor of Energy and Environmental Economics and International Affairs in EME and Director of the Center for Energy Law and Policy at Penn State. In this conversation we explore the arcane yet urgent systems that comprise the power grid and how it's operated, reminding us that the mundane is ever a deep reservoir of questions.If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage. You can find the complete show notes for every episode, with transcripts and links to cited works, at complexity.simplecast.com.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentions and additional resources:Topological Models and Critical Slowing down: Two Approaches to Power System Blackout Risk Analysisby Paul Hines, Eduardo Cotilla-Sanchez, & Seth BlumsackDo topological models provide good information about electricity infrastructure vulnerability?by Paul Hines, Eduardo Cotilla-Sanchez, & Seth BlumsackCan capacity markets be designed by democracy?by Kyungjin Yoo & Seth BlumsackThe Political Complexity of Regional Electricity Policy Formationby Kyungjin Yoo & Seth BlumsackThe Energy Transition in New Mexico: Insights from a Santa Fe Institute Workshopby Seth Blumsack, Paul Hines, Cristopher Moore, and Jessika E. TrancikEBF 483: Introduction to Electricity Marketsby Seth BlumsackWhat's behind $15,000 electricity bills in Texas?by Seth BlumsackRTOGov: Exploring Links Between Market Decision-Making Processes and Outcomesby Kate KonschnikEnsuring Consideration of the Public Interest in the Governance and Accountability of Regional Transmission Organizationsby Michael H. Dworkin & Rachel Aslin GoldwasserElectricity governance and the Western energy imbalance market in the United States: The necessity of interorganizational collaborationby Stephanie Lenhart, Natalie Nelson-Marsh, Elizabeth J. Wilson, & David SolanUntangling the Wires in Electricity Market Planning, with Kate Konschnikby Resources RadioMatthew Jackson on Social & Economic NetworksComplexity Podcast 12Elizabeth Hobson on Animal Dominance HierarchiesComplexity Podcast 78The Collective Computation of Reality in Nature and SocietyJessica Flack's 2019 SFI Community LectureTyler Marghetis on Breakdowns & Breakthroughs: Critical Transitions in Jazz & MathematicsComplexity Podcast 67Early-warning signals for critical transitionsby Marten Scheffer, Jordi Bascompte, William A. Brock, Victor Brovkin, Stephen R. Carpenter, Vasilis Dakos1, Hermann Held, Egbert H. van Nes , Max Rietkerk & George SugiharaRicardo Hausmann & J. Doyne Farmer on Evolving Technologies & Market Ecologies (EPE 03)Complexity Podcast 84Anjali BhattTina Eliassi-Rad on Democracies as Complex SystemsComplexity Podcast 73Mirta Galesic on Social Learning & Decision-makingComplexity Podcast 9Jessika TrancikSignalling architectures can prevent cancer evolutionby Leonardo Oña & Michael LachmannThe Ethics of Autonomous Vehicles with Bryant Walker SmithComplexity Podcast 79Image Credit: Paul Hines

As our world knits together, economic interdependencies change in both shape and nature. Supply chains, finance, labor, technological innovation, and geography interact in puzzling nonlinear ways. Can we step back far enough and see clearly enough to make sense of these interactions? Can we map the landscape of capability across scales? And what insights emerge by layering networks of people, firms, states, markets, regions? We're all riding a bucking horse; what questions can we ask to make sure that we can stay in the saddle?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we speak with two SFI External Professors helping to rethink political economy: newly-appointed Science Board Co-Chair Ricardo Hausmann (Website, Wikipedia, Twitter) is the Director of the Harvard Growth Lab and J. Doyne Farmer (Website, Wikipedia) is Director of the Complexity Economics program at the Institute for New Economic Thinking at the Oxford Martin School. In this episode we zoom wide to try and find a way to garden all together, learning limits that can help inform discussion and decisions on the shape of things to come…If you value our research and communication efforts, please subscribe, rate and review us at Apple Podcasts, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage. You can find the complete show notes for every episode, with transcripts and links to cited works, at complexity.simplecast.com. Heads up that our online education platform Complexity Explorer's Origins of Life Course is still open for enrollment until June 1st! We hope to see you in there…Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentions and additional resources:The new paradigm of economic complexityPierre-Alexandre Balland, Tom Broekel, Dario Diodato, Elisa Giuliani, Ricardo Hausmann, Neave O'Clery, and David Rigbyin Research PolicyHow production networks amplify economic growthJames McNerney, Charles Savoie, Francesco Caravelli, Vasco M. Carvalho, and J. Doyne Farmer in PNASProductive Ecosystems and the arrow of developmentby Neave O'Clery, Muhammed Ali Yıldırım, and Ricardo Hausmann Horrible trade-offs in a pandemic: Poverty, fiscal space, policy, and welfareRicardo Hausmann and Ulrich Schetterin ScienceDirectHistorical effects of shocks on inequality: the great leveler revisitedBas van Bavel and Marten Schefferin Nature Humanities & Social Sciences Communications(Twitter thread)Complexity 56 - J. Doyne Farmer on The Complexity Economics RevolutionThe Multiple Paths to Multiple LifeChristopher P. Kempes and David C. Krakauer in Journal of Molecular EvolutionScaling of urban income inequality in the USAElisa Heinrich Mora, Cate Heine, Jacob J. Jackson, Geoffrey B. West, Vicky Chuqiao Yang and Christopher P. Kempesin Journal of The Royal Society InterfaceComplexity 12 - Matthew Jackson on Social & Economic NetworksComplexity 81 - C. Brandon Ogbunu on Epistasis & The Primacy of Context in Complex SystemsPitchfork Economicsby Nick Hanauer (podcast)Complexity 15 - R. Maria del-Rio Chanona on Modeling Labor Markets & Tech UnemploymentWill a Large Complex System be Stable?by Robert Mayin NatureInvestigationsby Stuart KauffmanThe Collapse of Networksby Raissa D'Souza (SFI Symposium Talk)

In the digital era, data is practically the air we breathe. So why does everybody treat it like a product to be hoarded and sold at profit? How would our world change if Big Tech operated on assumptions and incentives more aligned with the needs of a healthy society? Are more data — or are bigger models — really better? As human beings scamper around like prehistoric mammals under the proverbial feet of the new enormous digital monopolies that have emerged due to the Web's economies of scale, how might we tip the scales back to a world governed wisely by human judgment and networks of trust? Would Facebook and Twitter be more beneficial for society if they were public services like the BBC? And how do we settle on the social norms that help ensure the ethical deployment of A.I.? These and many other questions grow from the boundary-challenging developments of rapid innovation that define our century — a world in which the familiar dyads of state and market, public and private, individual and institutional are all called into question.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we speak with two researchers helping to rethink political economy:SFI External Professor Eric Beinhocker is the Professor of Public Policy Practice at the University of Oxford, and founder and Executive Director of the Institute for New Economic Thinking at the University's Oxford Martin School. He is also the author of The Origin of Wealth: The Radical Remaking of Economics and What It Means for Business and Society.Diane Coyle is the Bennett Professor of Public Policy at the University of Cambridge, and co-director of the Bennett Institute, whose latest book — Cogs and Monsters: What Economics Is, and What It Should Be— was published by Princeton University Press last fall.In the first episode of this subseries, we spoke with SFI President David Krakauer about how the study of political economy has changed over the last two hundred years due to the innovation of new mathematical and computational methods.  In this episode, we examine how the technological milieu that empowered these changes has also transformed the subject of study itself:  digital surveillance architecture, social media networks, big data, and (largely inadequate) attempts to formalize econometrics have all had a profound impact on modern life. In what ways do new institutions beget even newer institutions to address their unintended consequences? How should we think about the complex relationships between private and public agencies, and what status should we give the data they produce and consume? What is it going to take to restore the trust in one another necessary for society to remain coherent, and what are the most important measures to help economists and policymakers navigate the turbulence of our times into a more inclusive, prosperous, and sustainable world?Subscribe to Complexity Podcast for upcoming episodes with an acclaimed line-up of scholars including Ricardo Hausmann, Doyne Farmer, Steven Teles, Rajiv Sethi, Jenna Bednar, Tom Ginsburg, Niall Ferguson, Neal Stephenson, Paul Smaldino, C. Thi Nguyen, John Kay, John Geneakoplos, and many more to be announced…If you value our research and communication efforts, please rate and review us at Apple Podcasts, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage. You can find the complete show notes for every episode, with transcripts and links to cited works, at complexity.simplecast.com.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentions and additional resources:Toward a New Ontological Framework for the Economic Goodby Eric D. BeinhockerComplexity Economics: Proceedings of the Santa Fe Institute's 2019 Fall Symposiumedited by W. Brian Arthur, Eric Beinhocker, Allison StangerSocializing Databy Diane CoyleThe Public Optionby Diane CoyleCommon as Air: Revolution, Art, and Ownershipby Lewis HydePitchfork Economicsby Nick HanauerThe Nature of Technology: What It Is and How It Evolvesby W. Brian ArthurGeoffrey West on Complexity 35Will A Large Complex System Be Stable?by Robert MayBlockchain: Trust Companies: Every Company Is at Risk of Being Disrupted by A Trusted Version of Itselfby Richie EtwaruHelena Miton on Complexity 46The coming battle for the COVID-19 narrativeby Sam Bowles, Wendy CarlinRecoupling Economic and Social Prosperityby Katharina Lima de Miranda, Dennis J. SnowerSignalling architectures can prevent cancer evolutionby Leonardo Oña & Michael LachmannWhy we should have a public option version of Google and Facebook (response to Diane Coyle)by James PethokoukisBryant Walker Smith on Complexity 79“Premature optimization is the root of all evil."— Donald Knuth

The world is unfair — but how much of that unfairness is inevitable, and how much is just contingency? After centuries of efforts to arrive at formal theories of history, society, and economics, most of us still believe and act on what amounts to myth. Our predecessors can't be faulted for their lack of data, but in 2022 we have superior resources we're only starting to appreciate and use. In honor of the Santa Fe Institute's new role as the hub of an international research network exploring Emergent Political Economies, we dedicate this new sub-series of Complexity Podcast to conversations on money, power, governance, and justice. Subscribe for a new stream of dialogues and trialogues between SFI's own diverse scholastic community and other acclaimed political economists, historians, and authors of speculative fiction.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.In this episode, we talk with SFI President David Krakauer about the goals of this research theme and what SFI brings to the table. We discuss the legacy of long-standing challenges to quantitative history and mathematical economics, how SFI thinks differently about these topics, and a brief outline of the major angles we'll explore in this sub-series over the next year-plus — including the roles of dimension, causality, algorithms, scaling, innovation, emergence, and more.Subscribe to Complexity Podcast for upcoming episodes with an acclaimed line-up of scholars including Diane Coyle, Eric Beinhocker, Ricardo Hausmann, Doyne Farmer, Steven Teles, Rajiv Sethi, Jenna Bednar, Tom Ginsburg, Niall Ferguson, Neal Stephenson, Paul Smaldino, C. Thi Nguyen, John Kay, John Geneakoplos, and many more to be announced…If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and consider making a donation — or finding other ways to engage with us — at santafe.edu/engage. You can find the complete show notes for every episode, with transcripts and links to cited works, at complexity.simplecast.com.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInMentions and additional resources:Emergent Political Economies and A Science of Possibilityby David Krakauer for SFI Parallax Newsletter, Spring 2022 EditionPolicing stabilizes construction of social niches in primatesby Jessica Flack, Michelle Girvan, Frans de Waal, and David Krakauer in NatureConflicts of interest improve collective computation of adaptive social structuresby Eleanor Brush, David Krakauer, and Jessica Flack in Science AdvancesThe Star Gazer and the Flesh Eater: Elements of a Theory of Metahistoryby David C. Krakauer in History, Big History, and Metahistory at SFI PressThe Cultural Evolution of National Constitutionsby Daniel Rockmore, Chen Fang, Nick Foti, Tom Ginsburg, & David Krakauer in SSRNScaling of Hunter-Gatherer Camp Size and Human Socialityby José Lobo, Todd Whitelaw, Luís M. A. Bettencourt, Polly Wiessner, Michael E. Smith, & Scott Ortman in Current AnthropologyW. Brian Arthur on Complexity Podcast (eps. 13, 14, 68, 69)Reflections on COVID-19 with David Krakauer & Geoffrey West (Complexity Podcast)The Dawn of Everythingby David Graeber and David Wengrow at Macmillan PublishersMitch Waldrop speaks on the history of SFI (Twitter excerpts)The Hedgehog and the Foxby Isaiah BerlinWar and Peaceby Leo TolstoyOn the Application of Mathematics to Political Economyby F. Y. Edgeworth in Journal of the Royal Statistical SocietyHow Economics Became A Mathematical Scienceby E. Roy Weintraub at Duke University PressMachine Dreamsby Philip Mirowski at Cambridge University PressAll Watched Over by Machines of Loving Grace (TV series)by Adam Curtis for BBCCan't Get You Out of My Head (TV series)by Adam Curtis for BBCThe Collective Computation Group at SFISeeing Like A Stateby James. C Scott at Yale BooksUncertain timesby Jessica Flack and Melanie Mitchell at AeonAt the limits of thoughtby David Krakauer at AeonPreventative Citizen-Based Medicineby David Krakauer for the SFI Transmissions: Reflections seriesThe uncertainty paradox. Can science make uncertainty optimistic?by Stuart Firestein (SFI Seminar)

Context is king: whether in language, ecology, culture, history, economics, or chemistry. One of the core teachings of complexity science is that nothing exists in isolation — especially when it comes to systems in which learning, memory, or emergent behaviors play a part. Even though this (paradoxically) limits the universality of scientific claims, it also lets us draw analogies between the context-dependency of one phenomenon and others: how protein folding shapes HIV evolution is meaningfully like the way that growing up in a specific neighborhood shapes educational and economic opportunity; the paths through a space of all possible four-letter words are constrained in ways very similar to how interactions between microbes impact gut health; how we make sense both depends on how we've learned and places bounds on what we're capable of seeing.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we talk to Yale evolutionary biologist C. Brandon Ogbunu (Twitter, Google Scholar, GitHub) about the importance of environment to the activity and outcomes of complex systems — the value of surprise, the constraints of history, the virtue and challenge of great communication, and much more. Our conversation touches on everything from using word games to teach core concepts in evolutionary theory, to the ways that protein quality control co-determines the ability of pathogens to evade eradication, to the relationship between human artists, algorithms, and regulation in the 21st Century. Brandon works not just in multiple scientific domains but as the author of a number of high-profile blogs exploring the intersection of science and culture — and his boundaryless fluency shines through in a discussion that will not be contained, about some of the biggest questions and discoveries of our time.If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give. You'll find plenty of other ways to engage with us at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInDiscussed in this episode:“I do my science biographically…I find a personal connection to the essence of the question.”– C. Brandon Ogbunugafor on RadioLab"Environment x everything interactions: From evolution to epidemics and beyond"Brandon's February 2022 SFI Seminar (YouTube Video + Live Twitter Coverage)“A Reflection on 50 Years of John Maynard Smith's ‘Protein Space'”C. Brandon Ogbunugafor in GENETICS“Collective Computing: Learning from Nature”David Krakauer presenting at the Foresight Institute in 2021 (with reference to Rubik's Cube research)“Optimal Policies Tend to Seek Power”Alexander Matt Turner, Logan Smith, Rohin Shah, Andrew Critch, Prasad Tadepalli in arXiv“A New Take on John Maynard Smith's Concept of Protein Space for Understanding Molecular Evolution”C. Brandon Ogbunugafor, Daniel Hartl in PLOS Computational Biology“The 300 Most Common Words”by Bruce Sterling“The Host Cell's Endoplasmic Reticulum Proteostasis Network Profoundly Shapes the Protein Sequence Space Accessible to HIV Envelope”Jimin Yoon, Emmanuel E. Nekongo, Jessica E. Patrick, Angela M. Phillips, Anna I. Ponomarenko, Samuel J. Hendel, Vincent L. Butty, C. Brandon Ogbunugafor, Yu-Shan Lin, Matthew D. Shoulders in bioRxiv“Competition along trajectories governs adaptation rates towards antimicrobial resistance”C. Brandon Ogbunugafor, Margaret J. Eppstein in Nature Ecology & Evolution“Scientists Need to Admit What They Got Wrong About COVID”C. Brandon Ogbunugafor in WIRED“Deconstructing higher-order interactions in the microbiota: A theoretical examination”Yitbarek Senay, Guittar John, Sarah A. Knutie, C. Brandon Ogbunugafor in bioRxiv“What Makes an Artist in the Age of Algorithms?”C. Brandon Ogbunugafor in WIREDNot mentioned in this episode but still worth exploring:“Part of what I was getting after with Blackness had to do with authoring ideas that are edgy or potentially threatening. That as a scientist, you can generate ideas in the name of research, in the name of breaking new ground, that may stigmatize you. That may kick you out of the club, so to speak, because you're not necessarily following the herd.”– Physicist Stephon Alexander in an interview with Brandon at Andscape“How Afrofuturism Can Help The World Mend”C. Brandon Ogbunugafor in WIRED“The COVID-19 pandemic amplified long-standing racial disparities in the United States criminal justice system”Brennan Klein, C. Brandon Ogbunugafor, Benjamin J. Schafer, Zarana Bhadricha, Preeti Kori, Jim Sheldon, Nitish Kaza, Emily A. Wang, Tina Eliassi-Rad, Samuel V. Scarpino, Elizabeth Hinton in medRxivAlso mentioned:Simon Conway Morris, Geoffrey West, Samuel Scarpino, Rick & Morty, Stuart Kauffman, Frank Salisbury, Stephen Jay Gould, Frances Arnold, John Vervaeke, Andreas Wagner, Jennifer Dunne, James Evans, Carl Bergstrom, Jevin West, Henry Gee, Eugene Shakhnovich, Rafael Guerrero, Gregory Bateson, Simon DeDeo, James Clerk Maxwell, Melanie Moses, Kathy Powers, Sara Walker, Michael Lachmann, and many others...

As fictional Santa Fe Institute chaos mathematician Ian Malcolm famously put it, “Life finds a way” — and this is perhaps nowhere better demonstrated than by roots: seeking out every opportunity, improving in their ability to access and harness nutrients as they've evolved over the last 400 million years. Roots also exemplify another maxim for living systems: “What doesn't kill you makes you stronger.” As the Earth's climate has transformed, the plants and fungi have transformed along with it, reaching into harsh and unstable environments and proving themselves in a crucible of evolutionary innovation that has reshaped the biosphere. Dig deep enough and you'll find that life, like roots, trends toward the ever-finer, more adaptable, more intertwined…we all live in and on Charles Darwin's “tangled bank”, whether we recognize it in our farms, our markets, or our minds.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we talk to SFI Postdoctoral Fellow Mingzhen Lu (Google Scholar, Twitter) about the lessons of the invisible webwork beneath our feet, the hidden world upon which all of us walk and rely — largely unnoticed, and until recently scarcely understood. We discuss the intersection of geography, ecology, and economics; the relationship between the so-called “Wood-Wide Web” and urban systems; how plants domesticated mycorrhizal fungi much as humans domesticated animals and plants; the evolutionary trends revealed by a paleoecological study of roots and what they suggest for the future of technology and civilization… This episode is an especially intertwingled and far-reaching one, as suits the topic. Plant yourself and soak it up!If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give. You'll find plenty of other ways to engage with us at santafe.edu/engage.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInDiscussed in this episode:“Evolutionary history resolves global organization of root functional traits”by Zeqing Ma, Dali Guo, Xingliang Xu, Mingzhen Lu, Richard D. Bardgett, David M. Eissenstat, M. Luke McCormack & Lars O. Hedinin Nature“Global plant-symbiont organization and emergence of biogeochemical cycles resolved by evolution-based trait modelling”by Mingzhen Lu, Lars O. Hedinin PubMed“Biome boundary maintained by intense belowground resource competition in world's thinnest-rooted plant community”by Mingzhen Lu, William J. Bond, Efrat Sheffer, Michael D. Cramer, Adam G. West, Nicky Allsopp, Edmund C.  February,  Samson Chimphango, Zeqing Ma, Jasper A. Slingsby, and Lars O. Hedinin PNASComplexity ep. 8 - Olivia Judson on Major Energy Transitions in Evolutionary HistoryA (Very) Short History of Life on Earthby Henry Gee (Senior Editor of Nature)"General statistical model shows that macroevolutionary patterns and processes are consistent with Darwinian gradualism”by SFI Professor Mark Pagelin NatureComplexity ep. 29 - On Coronavirus, Crisis, and Creative Opportunity with David Krakauer“Childhood as a solution to explore–exploit tensions”by SFI Professor Alison Gopnikin Philosophical Transactions of The Royal Society BComplexity ep. 35 - Scaling Laws & Social Networks in The Time of COVID-19 with Geoffrey WestComplexity ep. 17 - Chris Kempes on The Physical Constraints on Life & EvolutionComplexity ep. 60 - Andrea Wulf on The Invention of Nature, Part 1: Humboldt's NaturegemäldeDo Androids Dream of Electric Sheep?by Philip K. DickThe Shock Doctrineby Naomi KleinDoughnut Economicsby Kate RaworthThe Long Descentby John Michael Greer“6 Ways Mushrooms Can Save The World”by Paul StametsComplexity ep. 43 - Vicky Yang & Henrik Olsson on Political Polling & Polarization: How We Make Decisions & IdentitiesThe Expanse (novel series)by James S. A. Corey (Daniel Abraham & Ty Franck, here at IPFest 2019 on our World Building panel)

Autonomous vehicles hardly live up to their name. The goal of true “driverlessness” was originally hyped in the 1930s but keeps getting kicked further and further into the future as the true complexity of driving comes into ever-sharper and more daunting focus. In 2022, even the most capable robotic cars aren't self-determining agents but linked into swarms and acting as the tips of a vast and hidden web of design, programming, legislation, and commercial interest. Infrastructure is more than the streets and signs but includes licensing requirements, road rules, principles of product liability, and many other features that form the landscape to which driverless cars continue to adapt, and which they will increasingly alter.While most ethical debates about them seem to focus on the so-called “Trolley Problem” of how to teach machines to make decisions that minimize human casualties, there are many other wicked problems to consider:Is automated driving a technological solution or a policy solution? Should policymakers have the same expectations for automated and conventional driving? How safe must an automated vehicle be for deployment? Should humans or computers have ultimate authority over a given action? Should harm that a human could have prevented somehow outweigh harm that a human caused? Given that a hacker could infect entire fleets, maps, or real-time communication between cars, how much new risk are we willing to take to reduce the more traditional safety hazards with which we are familiar? And, perhaps most surreally: How do you ticket a robot, and who should pay?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on complexity, we speak to Bryant Walker Smith (Twitter) at the University of South Carolina School of Law and The Center for Internet and Society at Stanford, whose work centers on the ethics of autonomous vehicles. We link up to explore the myriad complexities — technological, regulatory, and sociocultural — surrounding the development and roll-out of new mobility platforms that challenge conventional understanding of the boundaries between person, vehicle, institution, and infrastructure. Buckle up and lean back for a dynamic discussion on the ever-shifting locii of agency, privacy and data protection, the relationship between individuals, communities, and corporations…If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInDiscussed:• Ethics of Artificial Intelligence in Transport• Who is driving driverless cars?• From driverless dilemmas to more practical commonsense tests for automated vehicles• Who's Responsible When A Self-Driving Car Crashes?• How Do You Ticket a Driverless Car?• Controlling Humans and Machines• Regulation and the Risk of Inaction• Government Assessment of Innovation Shouldn't Differ for Tech Companies• New Technologies and Old Treaties• It's Not The Robot's Fault! Russian and American Perspectives on Responsibility for Robot HarmsMentioned:Melanie Mitchell - A.I.: A Guide for Thinking People + Complexity ep. 21Kathy Powers & Melanie Moses on The Complexity of Harm, Complexity ep. 75Cris Moore on Algorithmic Injustice, Complexity ep. 51Luis Bettencourt on Urban Networks, Complexity ep. 4Sabine Hauert on Swarming Robots, Complexity ep. 3Kevin Kelly - Out of ControlEmergent EngineeringCory DoctorowJake Harper (formerly of Zoox)InterPlanetary FestivalJose Luis BorgesW. Brian Arthur - The Nature of Technology + Complexity ep. 13Ricardo HausmannAmazon Prime Video - UploadCharles Stross - Halting StateDoyne Farmer on Market Malfunction, Complexity ep. 56Marten Scheffer on Autocorrelation & Collapse, Complexity ep. 33

Irrespective of your values, if you're listening to this, you live in a pecking order. Dominance hierarchies, as they're called by animal behaviorists, define the lives of social creatures. The society itself is a kind of individual that gathers information and adapts to its surroundings by encoding stable environmental features in the power relationships between its members. But what works for the society at large often results in violence and inequity for its members; as the founder of this field of research put it, “A grave seriousness lies over the chicken yard.” Over the last hundred years, the science of dominance hierarchies has bloomed faster than a saloon brawl — branching out for deeper understanding of the lives of everything from fish to insects, apes to parakeets. Today, amidst clashing national and corporate titans, systemic economic inequality, and legitimacy crises in the institutions that once served to maintain (admittedly unfair) order, the time is ripe to turn to and learn from what science has discovered about the fundamental mechanisms that underly both human nature and the rest of it: who loses and who wins, and why, and at what cost?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we speak with former ASU-SFI Fellow Elizabeth Hobson (Website | Twitter), now an Assistant Professor at the University of Cincinnati, about the last century of pecking order research. Dobson just co-edited an issue of Philosophical Transactions of The Royal Society B devoted to this topic, and we unpack her and others' contributions to this volume — including retrospectives, literature reviews, quantitative analysis, and a look at the current state and frontiers of the science of what we can colloquially call “punching up and down”…If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInPapers & People Discussed Include:• The centennial of the pecking order: current state and future prospects for the study of dominance hierarchiesEli D. Strauss, James P. Curley, Daizaburo Shizuka and Elizabeth A. Hobson• Quantifying the dynamics of nearly 100 years of dominance hierarchy researchElizabeth A. Hobson• DomArchive: a century of published dominance dataEli D. Strauss, Alex R. DeCasien, Gabriela Galindo, Elizabeth A. Hobson, Daizaburo Shizuka and James P. Curley• Social hierarchies and social networks in humansDaniel Redhead and Eleanor A. Power• Dominance in humansTian Chen Zeng, Joey T. Cheng and Joseph Henrich• From equality to hierarchySimon DeDeo and Elizabeth A. Hobson• More is DifferentPhil Anderson• Environmentally Mediated Social DilemmasSylvie Estrela, Eric Libby, Jeremy Van Cleve, Florence Débarre, Maxime Deforet, William R. Harcombe, Jorge Peña, Sam P. Brown, Michael E. Hochberg• Jessica Flack• Michael Mauboussin• Joshua Bell• Robert Kegan• Thorleif Schjelderup-EbbeRelated Podcast Episodes Include:• Sidney Redner on Statistics and Everyday Life• Simon DeDeo on Good Explanations & Diseases of Epistemology• Deborah Gordon on Ant Colonies as Distributed Computers• Jonas Dalege on The Physics of Attitudes & Beliefs• Fractal Conflicts & Swing Voters with Eddie Lee• Fighting Hate Speech with AI & Social Science (with Joshua Garland, Mirta Galesic, and Keyan Ghazi-Zahedi)• Matthew Jackson on Social & Economic Networks• Rajiv Sethi on Stereotypes, Crime, and The Pursuit of Justice

As a careful study of the world, science is reflective and reactive — it constrains our flights of fancy, anchors us in hard-won fact. By contrast, science fiction is a speculative world-building exercise that guides imagination and foresight by marrying the known with the unknown. The field is vast; some sci-fi writers pay less tribute to the line between the possible and the impossible. Others, though, adopt a far more sober tactic and write “hard” sci fi that does its best to stay within the limits of our current paradigm while rooting visions of the future that can grow beyond and beckon us into a bigger, more adventurous reality.The question we might ask, though, is: which one is which? Our bounded rationality, our sense for what is plausible, is totally dependent on our personal life histories, cultural conditioning, information diet, and social network biases. One person's linear projections seem too conservative; another person's exponential change seems like a fantasy. If we can say one thing about our complex world, it might be that it always has, and always will, defy our expectations…Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we join up with Caitlin McShea and the InterPlanetary Project's Alien Crash Site podcast for a wild discussion with SFI Trustee, technologist, and philosopher Gary Bengier about his science fiction novel Unfettered Journey. This book takes readers forward more than a century into a highly automated, highly-stratified post-climate-change world in which our protaganist defies the rigid norms of his society to follow fundamental questions about mind, life, purpose, meaning, consciousness, and truth. It is a perfect backdrop to our conversation on the role of complex systems science in our understanding of both present-day society and the futures that may, or may never, come to pass…If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInGo Deeper With These Related MediaScience:Paul Smaldino: The evolution of covert signaling in diverse societiesGeoffrey West: ScaleBob May: Will a Large Complex System be Stable?Melanie Mitchell: The Collapse of Artificial IntelligenceMelanie Mitchell: On Crashing The Barrier of Meaning in AIElisa Heinrich Mora et al.: Scaling of Urban Income Inequality in the United StatesSFI ACtioN Climate Change Seminar: Complexity of SustainabilityRaissa D'Souza: The Collapse of NetworksDavid Krakauer: Preventative Citizen-Based MedicineSimon DeDeo & Elizabeth Hobson: From equality to hierarchyPeter Turchin: The Double Helix of Inequality and Well-BeingSpeculative Fiction:2019 IPFest World Building Panel Discussion with Rebecca Roanhorse, James S.A. Correy, and Cris MooreRobin Hanson: Age of EmAyn Rand: Atlas ShruggedPeter Watts: BlindsightIsaac Asimov: FoundationThe Strugatsky Brothers: Roadside PicnicPodcast Episodes:Complexity 10: Melanie Moses on Metabolic Scaling in Biology & ComputationComplexity 14: W. Brian Arthur (Part 2) on The Future of The EconomyComplexity 19: David Kinney on the Philosophy of ScienceComplexity 21: Melanie Mitchell on Artificial Intelligence: What We Still Don't KnowComplexity 22: Nicole Creanza on Cultural Evolution in Humans & SongbirdsComplexity 36: Geoffrey West on Scaling, Open-Ended Growth, and Accelerating Crisis/Innovation Cycles: Transcendence or Collapse? (Part 2)Complexity 51: Cris Moore on Algorithmic Justice & The Physics of InferenceThe Jim Rutt Show 152: Gary Bengier on Hard Sci-Fi Futures

COVID has exposed and possibly amplified the polarization of society. What can we learn from taking a multiscale approach to crisis response? There are latencies in economies of scale, inequality of access and supply chain problems. The virus evolves faster than peer review. Science is politicized. But thinking across scales offers answers, insights, better questions…Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we conclude our conversation (recorded on December 9th last year) with SFI External Professors Kathy Powers, Associate Professor of Political Science at the University of New Mexico, and Melanie Moses, Director of the Moses Biological Computation Lab at the University of New Mexico.If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give. Please also be aware of our new SFI Press book, The Complex Alternative, which gathers over 60 complex systems research points of view on COVID-19 (including those from this show). Learn more at SFIPress.org. Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInRelated Reading & Listening:“Spatially distributed infection increases viral load in a computational model of SARS-CoV-2 lung infection”by Melanie E. Moses et al. incl. Stephanie Forrest“Sunsetting As An Adaptive Strategy”by Roberta Romano and Simon A. Levin“The Virus That Infected The World”by David Krakauer & Dan RockmoreA Model For A Just COVID-19 Vaccination ProgramLegacies of Harm, Social Mistrust & Political Blame Impede A Robust Societal Response to The Evolving COVID-19 PandemicHow To Fix The Vaccine RolloutModels That Protect The VulnerableComplexities in Repair for Harm (Kathy's SFI Seminar)"The inevitable shift towards science as crisis response is a call to arms for complexity science. How well we will be able to meet these challenges will determine the future path of humanity."- Miguel FuentesAlso Mentioned:Jessica Flack, James C. Scott, Sam Bowles, Wendy Carlin, Joseph Henrich, Luis Bettencourt, Matthew Jackson, David Kinney

Some people say we're all in the same boat; others say no, but we're all in the same storm. Wherever you choose to focus the granularity of your inquiry, one thing is certain: we are all embedded in, acting on, and being acted upon by the same nested networks. Our fates are intertwined, but our destinies diverge like weather forecasts, hingeing on small variations in contingency: the circumstances of our birth, the changing contexts of our lives. Seen through a complex systems science lens, the problem of unfairness — in economic opportunity, in health care access, in susceptibility to a pandemic — stays wicked. But the insights therein could steer society toward a much better future, or at least help mitigate the worst of what we're left to deal with now. This is where the rubber meets the road — where quantitative models of the lung could inform economic policy, and research into how we make decisions influences who survives the complex crises of this decade.Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, in a conversation recorded on December 9th 2021, we speak with SFI External Professors Kathy Powers, Associate Professor of Political Science at the University of New Mexico, and Melanie Moses, Director of the Moses Biological Computation Lab at the University of New Mexico. In the first part of a conversation that — like COVID itself — will not be contained, and spends much of its time visiting the poor and under-represented, we discuss everything from how the network topology of cities shapes the outcome of an outbreak to how vaccine hesitancy is a path-dependent trust fail anchored in the history of oppression. Melanie and Kathy offer insights into how to fix the vaccine rollout, how better scientific models can protect the vulnerable, and how — with the help of complex systems thinking — we may finally be able to repair the structural inequities that threaten all of us, one boat or many.  Subscribe for Part Two in two weeks!If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give. Please also be aware of our new SFI Press book, The Complex Alternative, which gathers over 60 complex systems research points of view on COVID-19 (including those from this show) — and that PhD students are now welcome to apply for our tuitionless (!) Summer 2022 SFI GAINS residential program in Vienna. Learn more at SFIPress.org and SantaFe.edu/Gains, respectively. Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInRelated Reading & Listening:A Model For A Just COVID-19 Vaccination ProgramLegacies of Harm, Social Mistrust & Political Blame Impede A Robust Societal Response to The Evolving COVID-19 PandemicHow To Fix The Vaccine RolloutModels That Protect The VulnerableComplexities in Repair for Harm (Kathy's SFI Seminar)How a coastline 100 million years ago influences modern election results in Alabama @ Reddit

If you're honest with yourself, you're likely asking of the last two years: What happened? The COVID-19 pandemic is a prism through which our stories and predictions have refracted…or perhaps it's a kaleidoscope, through which we can infer relationships and causes, but the pieces all keep shifting. One way to think about humankind's response to COVID is as a collision between predictive power and understanding, highlighting how far the evolution of our comprehension has trailed behind the evolution of our tools. Another way of looking at it is in terms of bottlenecks and reservoirs — whether it's N95 mask distribution, log-jammed shipping lanes, or everybody looking up to Tony Fauci, superspreader events or narrative rupture, COVID is a global crash course in how things flow through networks. Ultimately, the effects go even deeper: How has COVID changed our understanding of individuality — the self and its relationship to other selves?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.In this special year-end wrap-up episode, we speak with  SFI President David Krakauer and former SFI President and Distinguished Professor Geoffrey West about The Complex Alternative, a new SFI Press volume gathering the perspectives of over 60 members of the complex systems research community on COVID-19 — not just the disease but the webbed and embedded systems it revealed.Complexity Podcast will take a winter hiatus over the holidays and return on Wednesday, January 12th. If you value our research and communication efforts, please subscribe wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give. Please also be aware that PhD students are now welcome to apply for our tuitionless (!) Summer 2022 SFI GAINS residential program in Vienna, Austria. Learn more at santafe.edu/gains.Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInRelated Reading & Listening:The Complex Alternative: Complexity Scientists on the COVID-19 PandemicSelected contributions from that volume:David Kinney - Why We Can't Depoliticize A PandemicSimon DeDeo - From Virus To SymptomOn Coronavirus, Crisis, and Creative Opportunity with David Krakauer (Transmission Series Ep. 3)Bill Miller on Investment Strategies in Times of CrisisCristopher Moore on the heavy tail of outbreaksSidney Redner on exponential growth processesAnthony Eagan - The COVID-19-Induced Explosion of Boutique NarrativesCarrie Cowan on the future of educationMelanie Mitchell - The Double-Edged Sword of Imperfect MetaphorsDanielle Allen, E. Glen Weyl, and Rajiv Sethi - Prediction and Policy in a Complex SystemAdditional Media:John Kaag - What Thoreau can teach us about the Great ResignationKyle Harper - The Fall of the Roman Empire (SFI Talk)Niall Ferguson's Networld, Part 1 “Disruption” feat. Geoffrey WestNeal Stephenson, SFI Miller ScholarThe Limits of Human Scale - David Pakman interviews Geoffrey WestSamuel Bowles, Wendy Carlin - The coming battle for the COVID-19 narrativeJonathan Rausch - The Constitution of KnowledgeLaurent Hébert-Dufresne on Halting the Spread of COVID-19Sam Scarpino on Modeling Disease Transmission & InterventionsScaling Laws & Social Networks in The Time of COVID-19 with Geoffrey West (Part 1)Geoffrey West on Scaling, Open-Ended Growth, and Accelerating Crisis/Innovation Cycles: Transcendence or Collapse? (Part 2)New Directions in Science Emerge from Disconnection and Discordby Yiling Lin, James Allen Evans, Lingfei WuScaling of Urban Income Inequality in the United Statesby Elisa Heinrich Mora, Jacob J. Jackson, Cate Heine, Geoffrey B. West, Vicky Chuqiao Yang, Christopher P. Kempes

Democracy is a quintessential complex system: citizens' decisions shape each other's in nonlinear and often unpredictable ways; the emergent institutions exert top-down regulation on the individuals and orgs that live together in a polity; feedback loops and tipping points abound. And so perhaps it comes as no surprise in our times of turbulence and risk that democratic processes are under extraordinary pressure from the unanticipated influences of digital communications media, rapidly evolving economic forces, and the algorithms we've let loose into society.In a new special feature at PNAS co-edited by SFI Science Board Member Simon Levin, fifteen international research teams map the jeopardy faced by democracies today — as Levin and the other editors write in their introduction to the issue, “the loss of diversity associated with polarization undermines cooperation and the ability of societies to provide the public goods that make for a healthy society.” And yet humankind has never been more well-equipped to understand the problems that we face. What can complex systems science teach us about this century's threats to democracy, and how to mitigate or sidestep them? How might democracy itself transform as it adapts to our brave new world of extremist partisanship, exponential change, and epistemic crisis?Welcome to COMPLEXITY, the official podcast of the Santa Fe Institute. I'm your host, Michael Garfield, and every other week we'll bring you with us for far-ranging conversations with our worldwide network of rigorous researchers developing new frameworks to explain the deepest mysteries of the universe.This week on Complexity, we speak with SFI External Professor Tina Eliassi-Rad, Professor of Computer Science at Northeastern University, about her complex systems research on democracy, what forces stabilize or upset democratic process, and how to rigorously study the relationships between technology and social change.If you value our research and communication efforts, please subscribe to Complexity Podcast wherever you prefer to listen, rate and review us at Apple Podcasts, and/or consider making a donation at santafe.edu/give. Please also be aware of our new SFI Press book, The Complex Alternative, which gathers over 60 complex systems research points of view on COVID-19 (including those from this show) — and that PhD students are now welcome to apply for our tuitionless (!) Summer 2022 SFI GAINS residential program in Vienna. Learn more at SFIPress.org and SantaFe.edu/Gains, respectively. Thank you for listening!Join our Facebook discussion group to meet like minds and talk about each episode.Podcast theme music by Mitch Mignano.Follow us on social media:Twitter • YouTube • Facebook • Instagram • LinkedInRelated Reading & Listening:Tina's Website & Google Scholar Page“What science can do for democracy: a complexity science approach”Tina Eliassi-Rad, Henry Farrell, David Garcia, Stephan Lewandowsky, Patricia Palacios, Don Ross, Didier Sornette, Karim Thébault & Karoline Wiesner“Stability of democracies: a complex systems perspective”K Wiesner, A Birdi, T Eliassi-Rad, H Farrell, D Garcia, S Lewandowsky, P Palacios, D Ross, D Sornette and K Thébault“Measuring algorithmically infused societies”Claudia Wagner, Markus Strohmaier, Alexandra Olteanu, Emre Kıcıman, Noshir Contractor & Tina Eliassi-Rad1 - David Krakauer on The Landscape of 21st Century Science7 - Rajiv Sethi on Stereotypes, Crime, and The Pursuit of Justice35 - Scaling Laws & Social Networks in The Time of COVID-19 with Geoffrey West38 - Fighing Hate Speech with AI & Social Science (Garland, Galesic, Olsson)43 - Vicky Yang & Henrik Olsson on Political Polling & Polarization: How We Make Decisions & Identities51 - Cris Moore on Algorithmic Justice and The Physics of Inference“Stewardship of global collective behavior” - Joe Bak-Coleman et al.Michelle Girvan - Harnessing Chaos & Predicting The Unpredictable with A.I.Transmission T-015: Anthony Eagan on Federalism in the time of pandemicTransmission T-031: Melanie Moses and Kathy Powers on models that protect the vulnerableAlso Mentioned:Simon DeDeoElizabeth HobsonDanielle AllenAlexander De TocquevilleStewart BrandSafiya NobleFilippo MenczerJessica FlackRajeev GandhiScott AdamsDavid Brin