Understanding Non-Determinism in Language Models

Stephen Wolfram is a physicists, mathematician, and programmer who believes he has discovered the computational rules that organize the universe at the finest grain. These rules are not physical rules like the equations of state or Maxwell’s equations. According to Wolfram, these are rules that govern how the universe evolves and operates at a level at least one step down below the reality that we inhabit.

His computational principles are inspired by the results observed in cellular automata systems, which show that it’s possible to take a very simple system, with very simple rules, and end up at complex patterns that often look organic and always look far more intricate than the black and white squares that the game started with.

We sit down with him for a conversation about the platonic endeavor that he has undertaken, where to draw the line between lived experience and the computational universe, the limits of physics, and the value of purpose and the source of consciousness. MAKE HISTORY WITH US THIS SUMMER:https://demystifysci.com/demysticon-2025PATREON https://www.patreon.com/c/demystifysciPARADIGM DRIFThttps://demystifysci.com/paradigm-drift-show00:00 Go!00:02:07 Entropy and Computational Irreducibility00:09:45 Understanding Observers in Physics00:15:12 The Concept of Time as Computation00:23:00 Neural Networks and Determinism00:30:03 Understanding Space and Its Nature00:39:24 Exploring the Nature of Emergence and Reality00:41:44 Perception and Computational Limitations of Human Minds00:46:18 The Complexity of Existence and Consciousness00:51:58 The Universe's Computation versus Human Understanding00:55:42 Conceptualizing Reality Beyond Physical Actors01:01:11 Computational Irreducibility in Biological Systems01:09:49 The Nature of Experience in Humans and Machines01:14:25 Internal Experiences and the Connection to Purpose01:18:07 Exploration of Purpose in Life and AI01:26:00 The Nature of Human Existence and Purpose01:35:19 Searching for Extraterrestrial Intelligence and Understanding Reality01:41:02 Communication Across Species02:01:13 Emergence of Simple Rules in Physics02:14:47 Observers and the Universe02:19:14 The Role of Mass and Experience02:24:02 Self-Reproduction and Evolution02:30:50 Complexity and Natural Selection02:37:07 Foundations of Medicine02:40:45 Application of Physics Concepts in Other Fields02:49:44 Limits and Possibilities of Travel Through Space02:53:11 Future of Human Civilization and Technology02:55:05 Science and Pre-Existing Questions about the Universe02:58:05 The Intersection of Mathematics and Physical Reality#physics, #computationalphysics, #consciousness, #freewill, #determinism, #spaceexploration, #evolution, #purpose, #futureofhumanity, #complexsystems , #machinelearning, #philosophypodcast , #sciencepodcast, #longformpodcast ABOUS US: Anastasia completed her PhD studying bioelectricity at Columbia University. When not talking to brilliant people or making movies, she spends her time painting, reading, and guiding backcountry excursions. Shilo also did his PhD at Columbia studying the elastic properties of molecular water. When he's not in the film studio, he's exploring sound in music. They are both freelance professors at various universities. PATREON: get episodes early + join our weekly Patron Chat https://bit.ly/3lcAasBMERCH: Rock some DemystifySci gear : https://demystifysci.myspreadshop.com/allAMAZON: Do your shopping through this link: https://amzn.to/3YyoT98DONATE: https://bit.ly/3wkPqaDSUBSTACK: https://substack.com/@UCqV4_7i9h1_V7hY48eZZSLw@demystifysciBLOG: http://DemystifySci.com/blog RSS: https://anchor.fm/s/2be66934/podcast/rssMAILING LIST: https://bit.ly/3v3kz2S SOCIAL: - Discord: https://discord.gg/MJzKT8CQub- Facebook: https://www.facebook.com/groups/DemystifySci- Instagram: https://www.instagram.com/DemystifySci/- Twitter: https://twitter.com/DemystifySciMUSIC: -Shilo Delay: https://g.co/kgs/oty671