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Technological Approach to Mind Everywhere (TAME): an experimentally- grounded framework for understanding diverse bodies and minds

Michael Levin

December 28, 2021 preprint DOI: 10.31234/osf.io/t6e8p via OpenAlex

Summary

A framework called TAME (Technological Approach to Mind Everywhere) is introduced for understanding cognition in unconventional substrates, including synthetic chimeric systems combining evolved and designed components. TAME formalizes a continuous, empirically-based approach to embodied agency, viewing morphogenesis as a form of basal cognition. It proposes that problem-solving in anatomical, physiological, transcriptional, and behavioral spaces shares deep symmetries, allowing cognitive capacities to scale during evolution. Developmental bioelectricity—using ion channels and gap junctions before neurons evolve—is highlighted as a key medium for linking cell-level feedback into anatomical homeostasis, enabling multi-scale competency and evolvability. This perspective has implications for cognitive science, evolutionary biology, regenerative medicine, and artificial intelligence.

Study at a glance

Characteristics Theoretical or philosophical paper
Keywords Cognitive science Embodied cognition Variety cybernetics Perspective graphical Process computing
Citations 8
Key finding TAME formalizes a non-binary, empirically-based approach to cognition in unconventional substrates, viewing morphogenesis as basal cognition and developmental bioelectricity as a medium for scaling cognitive capacities.

Abstract

Synthetic biology and bioengineering provide the opportunity to create novel embodied cognitive systems (otherwise known as minds) in a very wide variety of chimeric architectures combining evolved and designed material and software. These advances are disrupting familiar concepts in the philosophy of mind, and require new ways of thinking about and comparing truly diverse intelligences, whose composition and origin are not like any of the available natural model species. In this Perspective, I introduce TAME - Technological Approach to Mind Everywhere - a framework for understanding and manipulating cognition in unconventional substrates. TAME formalizes a non-binary (continuous), empirically-based approach to strongly embodied agency. When applied to regenerating/developmental systems, TAME suggests a perspective on morphogenesis as an example of basal cognition. The deep symmetry between problem-solving in anatomical, physiological, transcriptional, and 3D (traditional behavioral) spaces drives specific hypotheses by which cognitive capacities can scale during evolution. An important medium exploited by evolution for joining active subunits into greater agents is developmental bioelectricity, implemented by pre-neural use of ion channels and gap junctions to scale cell-level feedback loops into anatomical homeostasis. This architecture of multi-scale competency of biological systems has important implications for plasticity of bodies and minds, greatly potentiating evolvability. Considering classical and recent data from the perspectives of computational science, evolutionary biology, and basal cognition, reveals a rich research program with many implications for cognitive science, evolutionary biology, regenerative medicine, and artificial intelligence.

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