Institute Output

Can AI Solve Science?
Computational Essay Stephen Wolfram Computational Essay Stephen Wolfram

Can AI Solve Science?

Stephen Wolfram

Particularly given its recent surprise successes, there’s a somewhat widespread belief that eventually AI will be able to “do everything”, or at least everything we currently do. So what about science? Over the centuries we humans have made incremental progress, gradually building up what’s now essentially the single largest intellectual edifice of our civilization. But despite all our efforts, there are still all sorts of scientific questions that remain. So can AI now come in and just solve all of them?

Read More
General Relativistic Hydrodynamics in Discrete Spacetime: Perfect Fluid Accretion onto Static and Spinning Black Holes
Research Paper Jonathan Gorard Research Paper Jonathan Gorard

General Relativistic Hydrodynamics in Discrete Spacetime: Perfect Fluid Accretion onto Static and Spinning Black Holes

Jonathan Gorard

This study investigates the effect of spacetime discretization on accretion dynamics of a relativistic fluid onto a spinning black hole, specifically noting that accretion rates decrease with increased discretization scale and that drag force sensitivity and instabilities intensify at critical discretization values.

Read More
Computational General Relativity in the Wolfram Language using Gravitas II: ADM Formalism and Numerical Relativity
Research Paper Jonathan Gorard Research Paper Jonathan Gorard

Computational General Relativity in the Wolfram Language using Gravitas II: ADM Formalism and Numerical Relativity

Jonathan Gorard

This paper introduces the Gravitas computational general relativity framework's numerical subsystem, emphasizing its ability to perform 3 + 1 spacetime decompositions via the ADM formalism, handle complex simulations of gravitational phenomena like binary black hole mergers, and leverage adaptive refinement algorithms based on hypergraph rewriting within the Wolfram Language.

Read More
Observer Theory
Computational Essay Stephen Wolfram Computational Essay Stephen Wolfram

Observer Theory

Stephen Wolfram

We call it perception. We call it measurement. We call it analysis. But in the end it’s about how we take the world as it is, and derive from it the impression of it that we have in our minds.

Read More
Ruliology: Linking Computation, Observers and Physical Law
Research Paper Xerxes D. Arsiwalla Research Paper Xerxes D. Arsiwalla

Ruliology: Linking Computation, Observers and Physical Law

Dean Rickles, Hatem Elshatlawy, Xerxes D. Arsiwalla

Physical laws arise from the sampling of the Ruliad by observers (including us). This naturally leads to several conceptual issues, such as what kind of object is the Ruliad? What is the nature of the observers carrying out the sampling, and how do they relate to the Ruliad itself? What is the precise nature of the sampling? This paper provides a philosophical examination of these questions, and other related foundational issues, including the identification of a limitation that must face any attempt to describe or model reality in such a way that the modeller-observers are included.

Read More
What Is ChatGPT Doing … and Why Does It Work?
Computational Essay Stephen Wolfram Computational Essay Stephen Wolfram

What Is ChatGPT Doing … and Why Does It Work?

Stephen Wolfram

That ChatGPT can automatically generate something that reads even superficially like human-written text is remarkable, and unexpected. But how does it do it? And why does it work? My purpose here is to give a rough outline of what’s going on inside ChatGPT—and then to explore why it is that it can do so well in producing what we might consider to be meaningful text.

Read More
Computational Foundations for the Second Law of Thermodynamics
Research Paper Stephen Wolfram Research Paper Stephen Wolfram

Computational Foundations for the Second Law of Thermodynamics

Stephen Wolfram

Entropy increases. Mechanical work irreversibly turns into heat. The Second Law of thermodynamics is considered one of the great general principles of physical science. But 150 years after it was first introduced, there’s still something deeply mysterious about the Second Law. It almost seems like it’s going to be “provably true”. But one never quite gets there; it always seems to need something extra. Sometimes textbooks will gloss over everything; sometimes they’ll give some kind of “common-sense-but-outside-of-physics argument”. But the mystery of the Second Law has never gone away.

Read More
Alien Intelligence and the Concept of Technology
Computational Essay Stephen Wolfram Computational Essay Stephen Wolfram

Alien Intelligence and the Concept of Technology

Stephen Wolfram

“We’re going to launch lots of tiny spacecraft into interstellar space, have them discover alien intelligence, then bring back its technology to advance human technology by a million years”.

But as I thought about it, I realized that beyond the “absurdly extreme moonshot” character of this pitch, there’s some science that I’ve done that makes it clear that it’s also fundamentally philosophically confused. The nature of the confusion is interesting, however, and untangling it will give us an opportunity to illuminate some deep features of both intelligence and technology—and in the end suggest a way to think about the long-term trajectory of the very concept of technology and its relation to our universe.

Read More
Games and Puzzles as Multicomputational Systems
Computational Essay Stephen Wolfram Computational Essay Stephen Wolfram

Games and Puzzles as Multicomputational Systems

Stephen Wolfram

Multicomputation is one of the core ideas of the Wolfram Physics Project—and in particular is at the heart of our emerging understanding of quantum mechanics. But how can one get an intuition for what is initially the rather abstract idea of multicomputation? A good approach, I believe, is to see it in action in familiar systems and situations. And I explore here what seems like a particularly good example: games and puzzles.

Read More
On the Concept of Motion
Computational Essay Stephen Wolfram Computational Essay Stephen Wolfram

On the Concept of Motion

Stephen Wolfram

It seems like the kind of question that might have been hotly debated by ancient philosophers, but would have been settled long ago: how is it that things can move? And indeed with the view of physical space that’s been almost universally adopted for the past two thousand years it’s basically a non-question. As crystallized by the likes of Euclid it’s been assumed that space is ultimately just a kind of “geometrical background” into which any physical thing can be put—and then moved around.

Read More