Assembling the hidden rules of proteins

An SFI working group looking for hidden rules that underpin proteins brings molecular biologists, bioinformaticians, statisticians, machine-learning experts, and more to SFI from August 18–21 to explore how proteins emerged, how they could evolve in the future, and how we might build new ones for medical treatment and beyond.

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SFI Board of Trustees names new Chair and Vice-Chair

This spring, the Santa Fe Institute’s Board of Trustees elected Ian McKinnon and Sam Peters as Board Chair and Vice-Chair, respectively. McKinnon and Peters, who both grew up in New Mexico, have multi-decadal relationships with SFI. Their three-year appointments began on April 29, 2025, following the Board’s bi-annual meeting.

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Stochastic thermodynamics, meet information theory

A June 16 to June 20 working group, Stochastic Thermodynamics and Computer Science Theory II, brought together researchers to explore ideas and forge collaborations between computer-science theory and a branch of physics called stochastic thermodynamics — two scientific fields that once seemed they might have nothing to say to each other.  

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Exploring a science of history

Last month, a workshop on the Science of History met to explore a series of provocative questions: How do laws and regularities in a domain like physics differ from those in human history? How might history be an evolutionary science? How does causation work in history? And finally, is it possible to define progress in human culture?

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Unequal foundations: Tracing the origin of wealth inequality across 10,000 years

Economic inequality is one of our primary global challenges and is a key research topic for archaeology — Why do some societies become deeply unequal while others remain more balanced? What clues about our economic past are hidden in the ruins of ancient homes? A new Special Feature in PNAS, edited by SFI External Professors Tim Kohler (Washington State University), Amy Bogaard (University of Oxford), and facilitated by Scott Ortman (University of Colorado Boulder), highlights papers by archaeologists, anthropologists, historians, and economists exploring these questions using a global database of over 53,000 residential buildings from about 4,000 archaeological settlements.

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Measuring AI in the world

As artificial intelligence has become a regular part of our daily lives, companies have run into a serious problem: their longstanding tools for measuring AI performance and safety no longer suffice. Last March, SFI hosted an Applied Complexity studio to find better ways to measure success, impact, and safety in generative AI models that interact with the world. 

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Book review: The Philosophy of Ted Chiang

A new edited volume published this past April explores SFI Miller Scholar Ted Chiang’s science fiction through a philosophical lens. The book is a rare addition to the subgenre, writes SFI Research Fellow Anthony Eagan in a review, in part because Chiang's work is profound across many areas of philosophical inquiry, including questions concerning the nature of time, human consciousness, language, identity, and agency.

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Anna Clemencia Guerrero receives Whitman Center Fellowship

SFI Complexity Postdoctoral Fellow Anna Clemencia Guerrero has received a Whitman Center Fellowship from the Marine Biological Laboratory (MBL) in Woods Hole, Massachusetts. The fellowship, awarded to 24 researchers from around the world, brings exceptional scientists to MBL for up to 10 weeks of collaboration and access to specialized equipment to pursue projects in biology and ecology.

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Updating cultural transmission models to reflect the modern day

Traditional models of how culture spreads were designed to describe early civilizations, typically focused on hunter-gatherers and almost always on pre-industrial societies. Today, a myriad of factors — from the internet to our highly diverse societies to astonishing levels of inequality — shape the way cultural norms are transmitted. The old models of cultural evolution simply don’t describe today’s societies. To begin building an updated framework of modern-day cultural transmission, representatives from fields including anthropology, sociology, economics, and cognitive science gathered at SFI from May 14–16 for a working group called “Building a Science of Cultural Evolution for the 21st Century.”

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Mahzarin Banaji receives BBVA Foundation Frontiers of Knowledge Award

SFI External Professor Mahzarin Banaji (Harvard University) has received a BBVA Foundation Frontiers of Knowledge Award in Social Science. She shares the award with social psychologists Icek Ajzen, Dolores Albarracín, Anthony Greenwald and Richard Petty for “revolutionizing the way we understand and measure attitudes" with an influence that extends to “psychology, sociology, political science, education, health, economics, and other areas.”

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Working group explores the evolution of musicality

Music is a universal language across time, peoples, and geographies, and also fundamental to our human experience, a result of our biological evolution. Despite musicality’s connection to both culture and biology, studies on the evolution of music have rarely brought these topics together. A May 28-30 working group is convening to begin bridging that gap.

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Chaos in the machine: How foundation models can make accurate predictions in time-series data

In a recent analysis, SFI Complexity Postdoctoral Fellow Yuanzhao Zhang and collaborator William Gilpin reported that one foundation model called Chronos could generate predictions of chaotic dynamical systems at least as accurately as models trained on relevant data. The team presented their work at the Thirteenth International Conference on Learning Representations, saying the paper represents the first test of zero-shot learning in forecasting chaotic systems.

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Bill Miller elected to American Philosophical Society

SFI Life Trustee and Chairman Emeritus Bill Miller has been elected as a member of the American Philosophical Society. Miller is one of 38 new members elected into the APS this year and is recognized in the category of “the arts, professions, and leaders and public and private affairs.”

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Mason Porter elected to NetSci Society

SFI External Professor Mason Porter (UCLA) has been named a Fellow of the Network Science Society, an organization that supports an interdisciplinary research community that is dedicated to investigating the phenomena, modeling, and behavior of networks.

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Friendships spanning communities boost collective action

Collective action can be highly effective within a community, but can be harder to achieve across communities. People who have friends across communities could help tackle this challenge, finds a recent study in Conservation Letters, in which SFI External Professor Monique Borgerhoff Mulder and colleagues surveyed residents across 28 Tanzanian fishing villages about participation in beach management activities.

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From practice to mastery: A unified model of human learning

Humans learn by breaking through and plateauing, persisting and resting, and, occasionally, experiencing the blissful flow state. Mastering a skill can take decades, but the learning process unfolds across multiple timescales, from mere moments to days. A new study presents a unified theoretical model, capturing the different timescales of learning.

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