The Day AI Solves My Puzzles Is The Day I Worry (Prof. Cristopher Moore)

We are joined by Cristopher Moore, a professor at the Santa Fe Institute with a diverse background in physics, computer science, and machine learning.

The conversation begins with Cristopher, who calls himself a "frog" explaining that he prefers to dive deep into specific, concrete problems rather than taking a high-level "bird's-eye view".

They explore why current AI models, like transformers, are so surprisingly effective. Cristopher argues it's because the real world isn't random; it's full of rich structures, patterns, and hierarchies that these models can learn to exploit, even if we don't fully understand how.

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Cristopher Moore:
sites.santafe.edu/~moore

TOC:
00:00:00 - Introduction
00:02:05 - Meet Christopher Moore: A Frog in the World of Science
00:05:14 - The Limits of Transformers and Real-World Data
00:11:19 - Intelligence as Creative Problem-Solving
00:23:30 - Grounding, Meaning, and Shared Reality
00:31:09 - The Nature of Creativity and Aesthetics
00:44:31 - Computational Irreducibility and Universality
00:53:06 - Turing Completeness, Recursion, and Intelligence
01:11:26 - The Universe Through a Computational Lens
01:26:45 - Algorithmic Justice and the Need for Transparency

TRANSCRIPT: app.rescript.info/public/share/VRe2uQSvKZOm0oI…

Filmed at DISI (Diverse Intelligences Summer Institute)
disi.org

REFS:
The Nature of computation [Chris Moore]
nature-of-computation.org

Birds and Frogs [Freeman Dyson]
ams.org/notices/200902/rtx090200212p.pdf

Replica Theory [Parisi et al]
arxiv.org/pdf/1409.2722

Janossy pooling [Fabian Fuchs]
fabianfuchsml.github.io/equilibriumaggregation

Cracking the cryptic [YT channel]
youtube.com/c/CrackingTheCryptic

Sudoko Bench [Sakana]
sakana.ai/sudoku-bench

Fractured entangled representations “phylogenetic locking in comment” [Kumar/Stanley]
arxiv.org/pdf/2505.11581 (see our shows on this)

The War Against Cliché: [Martin Amis]
amazon.com/War-Against-Cliche-Reviews-1971-200…

Rule 110 (CA)
mathworld.wolfram.com/Rule150.html

Universality in Elementary Cellular Automata [Matt Cooke]
wpmedia.wolfram.com/sites/13/2018/02/15-1-1.pdf

Small Semi-Weakly Universal Turing Machines [Damien Woods]
tilde.ini.uzh.ch/users/tneary/public_html/Wood…

COMPUTING MACHINERY AND INTELLIGENCE [Turing, 1950]
courses.cs.umbc.edu/471/papers/turing.pdf

Comment on Space Time as a causal set [Moore, 88]
sites.santafe.edu/~moore/comment.pdf

Recursion Theory on the Reals and Continuous-time Computation [Moore, 96]