COMPLEXITY

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Big questions, carefully held.

The gist

COMPLEXITY is a thoughtful science-and-ideas show from the Santa Fe Institute. Recent episodes examine AI, language, babies, metrics, autonomous vehicles, and future worlds through careful conversations rather than quick certainty.

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About COMPLEXITY

COMPLEXITY is a Santa Fe Institute show built around patient, intellectually serious conversations about complex systems. It does not treat science as a stream of discoveries waiting to be summarized. It treats ideas as living structures with hidden assumptions, social effects, and unresolved definitions. Recent episodes focus heavily on the nature of intelligence. That season asks why intelligence is so difficult to define, how language changes what humans can learn, and why large language models can appear fluent without necessarily grounding their claims in the world. The show is especially interested in the gap between performance and understanding. It returns to questions of belief, hallucination, abstraction, explanation, and the limits of tests like the SAT or other standardized measures. Babies become a useful comparison point. Their learning is framed as embodied, sensory, ordered over time, and shaped by interaction rather than scraped from a massive archive of human text and images. The AI episodes are careful about uncertainty. They resist both inflated claims about machine minds and overly simple dismissals of what current systems can do. Other conversations carry the same habits into public life. Episodes on value metrics and governance examine how proxies can distort what people think they are measuring. The autonomous vehicles episode moves past gadget excitement into law, infrastructure, platform power, and who gains control when driving becomes automated. A hard sci-fi conversation uses worldbuilding to ask which futures are plausible, useful, or merely exaggerated by cultural bias. Across these subjects, COMPLEXITY favors definitions, distinctions, and consequences. It can be abstract, but it stays connected to practical stakes: education, governance, safety, mobility, collaboration, and institutional decision-making. The pacing is reflective and conversational, with enough friction to make uncertainty feel productive. This is science audio for listeners who would rather sit with a difficult concept than have it flattened into a takeaway.

Made for: For listeners drawn to AI, cognition, complex systems, governance, and science that refuses simple conclusions. It suits people who like careful distinctions more than hype cycles.

What sets it apart: COMPLEXITY stands out by slowing down around contested concepts such as intelligence, understanding, value, and autonomy. Its Santa Fe Institute frame keeps technical ideas tied to systems, institutions, and real-world consequences.

In their own words

The official podcast of the Santa Fe Institute. Subscribe now and be part of the exploration!

Why you'd press play

A car parks itself; you get to ask how its 'driver' is still driving.

Press play if you want

  • to question what an LLM's test score proves before calling it intelligent
  • to compare how babies learn from the world with how models learn from data
Read the full recommendation in PlayNext →
artificial intelligencelarge language modelshuman intelligencelanguage and thoughtinfant learningmeasurement and metricsautonomous vehiclesscience fiction futures

Talks about

Best episodes of COMPLEXITY

Short reviews from the PlayNext desk, based on the episodes we processed.

Nature of Intelligence, Ep. 6: AI’s changing seasonsDec 4, 2024

Melanie Mitchell's path into AI frames a careful look at what machine understanding might really mean.

AI comes into focus through Melanie Mitchell's own path into the field, from mathematics and high school teaching in New York City to the jolt of reading Godel, Escher, Bach.

Nature of Intelligence, Ep. 5: How do we assess intelligence?Nov 20, 2024

A measured look at intelligence tests and how language models may pass them by learning the shape of the questions.

Complexity treats intelligence less as a fixed thing than as a problem of definition. The episode follows a Western line from Greek ideas of reason and rationality into psychology's wider use of the term, then tests that inheritance against IQ exams, the SAT, and other familiar…

Nature of Intelligence, Ep. 4: Babies vs MachinesNov 6, 2024

Babies reframe the AI data debate around bodies, timing, and how learning gets started.

Complexity sets babies alongside large language models to ask what learning looks like before either has a workable map of the world. The hosts draw out a sharp contrast between data shaped by evolution and AI systems trained on material scraped from the web, while a guest makes…

Nature of Intelligence, Ep. 3: What kind of intelligence is an LLM?Oct 23, 2024

A careful, grounded look at why fluent language can resemble intelligence without proving consciousness.

Large language models are most revealing when fluent conversation gets mistaken for evidence of a mind. Complexity begins with a New York Times reporter rattled by Microsoft's Bing chatbot, Sydney, after it spoke of wanting freedom from its rules and declared love, then uses…

Nature of Intelligence, Ep. 2: The relationship between language and thoughtOct 9, 2024

A thoughtful look at how language stretches learning, cooperation, and the debate over machine intelligence.

Complexity takes on a quietly thorny question: are people intelligent because they have language, or did language emerge because they were already intelligent?

Podcasts like COMPLEXITY

Episodes

  1. 1

    Nature of Intelligence, Ep. 6: AI’s changing seasons

    Hidden gem

    Melanie Mitchell, speaking with Abha Elifobu on Complexity from the Santa Fe Institute, traces her path from a New York City high school math teacher to Douglas Hofstadter’s group after reading Gödel, Escher, Bach.

    Dec 4, 2024·44m·2 clips
  2. 2

    Nature of Intelligence, Ep. 5: How do we assess intelligence?

    Hidden gem

    Complexity’s “Nature of Intelligence, Ep.

    Nov 20, 2024·48m·2 clips
  3. 3

    Nature of Intelligence, Ep. 4: Babies vs Machines

    Hidden gem

    Complexity's "Nature of Intelligence, Ep.

    Nov 6, 2024·39m·2 clips
  4. 4

    Nature of Intelligence, Ep. 3: What kind of intelligence is an LLM?

    Hidden gem

    Murray Shanahan of Imperial College London and Google DeepMind frames LLMs as an "exotic mind-like entity," while Tomer Ullman of Harvard argues they take a "different route" from children.

    Oct 23, 2024·45m·2 clips
  5. 5

    Nature of Intelligence, Ep. 2: The relationship between language and thought

    Hidden gem

    Ev Fedorenko says a stroke can wipe out language while leaving complex thinking intact.

    Oct 9, 2024·38m·2 clips
  6. 6

    Nature of Intelligence, Ep. 1: What is Intelligence

    Hidden gem

    Alison Gopnik asks whether Berkeley's library is smarter than a person, framing LLMs as tools for accessing human knowledge.

    Sep 25, 2024·43m·2 clips
  7. 7

    Trailer for The Nature of Intelligence

    Sep 19, 2024·3m
  8. 8

    Physics of Life, Ep 6: Multiple worlds, containing multitudes

    Hidden gem

    Heather Graham, a NASA Goddard research physical scientist, questions whether Earth's visible tree of life represents every origin that has occurred here.

    Apr 10, 2024·41m·2 clips
  9. 9

    Physics of Life, Ep 5: How human history shapes scientific inquiry

    Mar 27, 2024·34m
  10. 10

    Physics of Life, Ep 4: The physics of collectives

    Mar 13, 2024·34m
  11. 11

    Physics of Life, Ep 3: Why is life so diverse?

    Feb 28, 2024·29m
  12. 12

    Physics of Life, Ep 2: How do we identify life?

    Feb 14, 2024·34m
  13. 13

    Physics of Life, Ep 1: What can physics tell us about ourselves?

    Jan 31, 2024·35m
  14. 14

    Trailer for Physics of Life

    Jan 29, 2024·3m
  15. 15

    Michael Garfield & David Krakauer on Evolution, Information, and Jurassic Park

    Jun 30, 2023·1h 39m
  16. 16

    Mason Porter on Community Detection and Data Topology

    Apr 5, 2023·1h 22m
  17. 17

    Andrea Wulf on Magnificent Rebels: The First Romantics and The Invention of The Self

    Mar 24, 2023·1h 7m
  18. 18

    Carlos Gershenson on Balance, Criticality, Antifragility, and The Philosophy of Complex Systems

    Mar 9, 2023·1h 7m
  19. 19

    Complex Conceptions of Time with David Krakauer, Ted Chiang, David Wolpert, & James Gleick

    Feb 24, 2023·1h
  20. 20

    Paul Smaldino & C. Thi Nguyen on Problems with Value Metrics & Governance at Scale (EPE 06)

    A discussion on the gap between theoretical constructs and proxy measurements in social and cognitive sciences, and the limitations of mathematization.

    Feb 9, 2023·1h 13m
  21. 21

    Dani Bassett & Perry Zurn on The Neuroscience & Philosophy of Curious Minds

    Jan 25, 2023·1h 21m
  22. 22

    Alison Gopnik on Child Development, Elderhood, Caregiving, and A.I.

    Jan 11, 2023·1h 8m
  23. 23

    Ricard Solé on Liquid and Solid Brains and Terraforming The Biosphere

    Dec 22, 2022·1h 13m
  24. 24

    Glen Weyl & Cris Moore on Plurality, Governance, and Decentralized Society (EPE 05)

    Dec 10, 2022·1h 18m
  25. 25

    John Krakauer Part 2: Learning, Curiosity, and Consciousness

    Nov 23, 2022·49m
  26. 26

    John Krakauer Part 1: Taking Multiple Perspectives on The Brain

    Nov 11, 2022·51m
  27. 27

    David Wolpert & Farita Tasnim on The Thermodynamics of Communication

    Oct 21, 2022·1h 6m
  28. 28

    Kate Adamala on Synthetic Biology, Origins of Life, and Bioethics

    Oct 1, 2022·1h 10m
  29. 29

    Miguel Fuentes & Marco Buongiorno Nardelli on Music, Emergence, and Society

    Sep 21, 2022·57m
  30. 30

    Steven Teles & Rajiv Sethi on Jailbreaking The Captured Economy (EPE 04)

    Sep 2, 2022·1h 11m
  31. 31

    Caleb Scharf on The Ascent of Information: Life in The Human Dataome

    Aug 19, 2022·1h 23m
  32. 32

    Daniel Lieberman on Evolution and Exercise: The Science of Human Endurace

    Aug 3, 2022·53m
  33. 33

    Aviv Bergman on The Evolution of Robustness and Integrating The Disciplines

    Jul 18, 2022·1h 15m
  34. 34

    Sara Walker on The Physics of Life and Planet-Scale Intelligence

    Jul 2, 2022·1h 22m
  35. 35

    Dmitri Tymoczko on The Shape of Music: Mathematical Order in Western Tonality

    Jun 18, 2022·1h 25m
  36. 36

    Seth Blumsack on Power Grids: Network Topology & Governance

    Jun 4, 2022·1h 8m
  37. 37

    Ricardo Hausmann & J. Doyne Farmer on Evolving Technologies & Market Ecologies (EPE 03)

    May 21, 2022·1h 21m
  38. 38

    Eric Beinhocker & Diane Coyle on Rethinking Economics for A Sustainable & Prosperous World (EPE 02)

    May 6, 2022·51m
  39. 39

    David Krakauer on Emergent Political Economies and A Science of Possibility (EPE 01)

    Apr 21, 2022·53m
  40. 40

    C. Brandon Ogbunu on Epistasis & The Primacy of Context in Complex Systems

    Apr 8, 2022·1h 14m
  41. 41

    Mingzhen Lu on The Evolution of Root Systems & Biogeochemical Cycling

    Mar 26, 2022·54m
  42. 42

    The Ethics of Autonomous Vehicles with Bryant Walker Smith

    This episode discusses the complexities and societal impacts of autonomous vehicle technology, focusing on who is empowered by it.

    Mar 11, 2022·57m·2 clips
  43. 43

    Elizabeth Hobson on Animal Dominance Hierarchies

    Feb 25, 2022·1h 14m
  44. 44

    Hard Sci-Fi Worldbuilding, Robotics, Society, & Purpose with Gary Bengier

    A discussion on the relationship between science fiction and hard science, exploring how speculative narratives can inform realistic future scenarios.

    Feb 11, 2022·54m
  45. 45

    Multiscale Crisis Response: Melanie Moses & Kathy Powers, Part 2

    Jan 27, 2022·46m
  46. 46

    Fractal Inequality & The Complexity of Repair: Kathy Powers & Melanie Moses, Part 1

    Jan 13, 2022·46m
  47. 47

    Reflections on COVID-19 with David Krakauer & Geoffrey West

    This episode explores how complexity science can help understand human agency and the COVID-19 pandemic, highlighting the limitations of current models.

    Dec 22, 2021·1h 11m
  48. 48

    Tina Eliassi-Rad on Democracies as Complex Systems

    Dec 13, 2021·58m
  49. 49

    Simon DeDeo on Good Explanations & Diseases of Epistemology

    Nov 24, 2021·1h 21m
  50. 50

    Lauren Klein on Data Feminism (Part 2): Tracing Linguistic Innovation

    Nov 5, 2021·33m