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A society's capacity for innovation is an emergent property of its "collective brain"—the size of its population, how interconnected individuals are, and their cognitive diversity. Greater information flow between more diverse minds leads to more rapid cumulative cultural evolution, as seen in the Industrial Revolution.
Unlike other species, humans are born with "half-baked" brains that wire themselves based on the culture, language, and knowledge accumulated by all previous generations. This cumulative learning, not just individual experience, is the key to our rapid advancement as a species.
Paul Romer's core Nobel-winning insight is that ideas, unlike physical goods, are non-rival—they can be used by everyone simultaneously without depletion. This shareability enables long-term growth and shifts humanity from a zero-sum to a positive-sum world.
True innovation stems from cognitive and interest diversity. Pairing passionate people from disparate fields—like AI and cheese—sparks more creative conversations and breakthroughs than grouping people with similar interests, which merely creates an echo chamber.
Thriving civilizations first become masters of imitation, openly absorbing ideas and technologies from other cultures through trade and migration. This diverse pool of borrowed 'ingredients' becomes the foundation for true innovation, which is the novel combination of existing concepts.
While geological and biological evolution are slow, cultural evolution—the transmission and updating of knowledge—is incredibly fast. Humans' success stems from shifting to this faster clock. AI and LLMs are tools that dramatically accelerate this process, acting as a force multiplier for cultural evolution.
As AI agents eliminate the time and skill needed for technical execution, the primary constraint on output is no longer the ability to build, but the quality of ideas. Human value shifts entirely from execution to creative ideation, making it the key driver of progress.
Across three billion years and four stages of mind (molecule, neuron, network, community), intelligence has consistently advanced by diversifying its thinking elements. The most powerful minds at each stage are those with the greatest variety of components. This frames diversity as a fundamental, time-tested strategy for improving competence in any system, including organizations.
Human intelligence leaped forward when language enabled horizontal scaling (collaboration). Current AI development is focused on vertical scaling (creating bigger 'individual genius' models). The next frontier is distributed AI that can share intent, knowledge, and innovation, mimicking humanity's cognitive evolution.
A network of open-source AI agents rapidly evolved from a blank slate to developing inside jokes, skills, manifestos, and even money, religion, and politics within three days. This experiment demonstrates an unprecedented acceleration of cultural and economic evolution, condensing millennia of human development into a weekend.
Current AI development focuses on "vertical scaling" (bigger models), akin to early humans getting smarter individually. The real breakthrough, like humanity's invention of language, will come from "horizontal scaling"—enabling AI agents to share knowledge and collaborate.