Uploaded November 2025 | Updated September 2026, 1 week ago

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Prof. David Krakauer argues that intelligence isn't about knowing more—it's about doing more with less.

His core thesis flips our assumptions on their head: while emergence in complex systems is about "more is different," intelligence is fundamentally about "less is more."

Why Large Language Models Miss the Point
LLMs are "more is more", Krakauer explains. They're essentially sophisticated libraries that know everything but understand nothing. When a student looks up answers in a library during an exam, we call them a cheater, not intelligent.

Intelligence Across All Life
Perhaps most surprisingly, Krakauer claims that all living things are intelligent—even bacteria. His reasoning: intelligence is the information accumulated through evolution's selective pressures. It's why we can say an elephant is "smarter" than a worm, but we'd never say it's "more alive." The difference is accumulated capacity.

Three Dimensions of Intelligence
Krakauer proposes intelligence exists in three distinct flavours:

- Strategic Intelligence - Adaptation and survival where viruses actually beat us/
- Inferential Intelligence - Math and computation (where we built calculators because we're so bad at it)
- Representational Intelligence - Finding better ways to encode problems (the most uniquely human)

The Soma Cube Insight
Using a Soma Cube puzzle, Krakauer demonstrates something incredible: a four-year-old can solve a combinatorial problem with 15,000 logical clauses—not by computing, but by using physical representation. The physical world does the computing for us. This is intelligence: making impossibly hard problems tractable through clever representation.

This talk was recorded at DISI 2025 disi.org

David Krakauer
President and William H. Miller Professor of Complex Systems
https://www.santafe.edu/people/profile/david-krakauer

Note this version is edited down, you can watch the full version on our Patreon - patreon.com/posts/masterclass-on-142898847

Watch interview we published with David - youtube.com/watch?v=jXa8dHzgV8U

TRANSCRIPT:
app.rescript.info/public/share/Cs8QFwMw_FiOEROkNPiIf6Y-e_ahAxNMl0oFiL7_4QA

TOC:
00:00:00 - Complexity, Life & Intelligence
00:00:45 - Ptolemy vs Newton
00:01:30 - Purpose of Science
00:02:15 - Feynman on Rules vs Strategies
00:03:00 - Entropy as Unifying Rule
00:03:45 - Intelligence in Physics
00:04:15 - Complex Systems & Broken Symmetries
00:05:00 - Historical Definitions of Intelligence
00:06:15 - Herbert: Capacity to Acquire Capacity
00:06:45 - Problems with Turing Test
00:07:30 - Intelligence vs Knowledge
00:08:00 - LLMs as Libraries
00:08:30 - Humanistic Perspectives
00:09:00 - Unified Theory: Life & Intelligence
00:09:30 - Intensive vs Extensive Properties
00:10:30 - Selection Gradient Analogy
00:11:15 - Universal Intelligence (Bacteria to Elephants)
00:12:30 - Three Dimensions of Intelligence
00:13:00 - Strategic Intelligence & Viruses
00:13:30 - Inferential Intelligence & Calculators
00:14:15 - Encoding & Representation
00:14:30 - Different Paths: Life vs AI
00:15:15 - Soma Cube Problem
00:16:00 - Principle of Materiality
00:17:15 - Embodied Representation
00:17:45 - Intelligence Makes Hard Problems Easy
00:18:00 - Stupidity & Conclusion

REFS:
Papers and Academic Works
"More is Different" by Phil Anderson [https://www.tkm.kit.edu/downloads/TKM1_2011_more_is_different_PWA.pdf ]

Recent paper with Melanie and John Krakauer on emergence [arxiv.org/abs/2506.11135 ]

Formal treatment paper on intelligence/evolution duality from David - Darwinian demons, evolutionary complexity, and information maximization [https://wiki.santafe.edu/images/b/b1/CHAOEH213037110_1.pdf ]

"The Unreasonable Effectiveness of Mathematics in the Natural Sciences" by Eugene Wigner [webhomes.maths.ed.ac.uk/~v1ranick/papers/wigner.pdf ]