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Biological Evolution and Information Acquisition
12 Jun 2026
open.substack.com

A few weeks ago we looked at a simulation of technological evolution by economist Brian Arthur, in which he was able to start with simple building blocks (such as a NAND gate) and evolve surprisingly complex circuits (such as a 12-way AND gate or a 4-bit adder) by randomly combining increasingly useful existing components.

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Evolutionary algorithms are optimization techniques inspired by natural evolution, solving complex problems through processes like selection, adaptation, and mutation.

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Evolutionary Algorithms
19 Feb 2020
deepai.org

Evolutionary algorithms are an unsupervised learning alternative to neural networks that rely on fitness functions instead of trained nodes for evaluation.

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A Visual Guide to Evolution Strategies

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