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CONCEPT

Allopoiesis

Maturana and Varela's term for systems that produce something other than themselves — factories, printing presses, language models. The organizational category into which every AI system falls, no matter how sophisticated its output.
An allopoietic system's productive activity generates something external to itself. The factory produces cars, not factories. The printing press produces books, not printing presses. The computer produces computations, not computers. In each case the system's continued existence depends on maintenance, energy, and direction supplied from outside. Allopoiesis is not a hierarchy of value below autopoiesis; Maturana was explicit that allopoietic systems can be enormously complex, useful, and capable of outputs exceeding what living systems could produce individually. The distinction is of kind, not rank. It describes whether the system produces itself or produces something else — and the answer determines what kind of coupling is possible between the system and the living beings that use it.
Allopoiesis
Allopoiesis

In The You On AI Field Guide

Claude, the AI system at the center of You On AI's narrative, is allopoietic in every respect Maturana's framework specifies. Its neural network architecture was designed by Anthropic's researchers. Its training data was collected, curated, and processed

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