Collective Intelligence

• Topological constraints on self-organization in locally interacting systems

  citesmentions
• Ingressing Minds: Causal Patterns Beyond Genetics and Environment in Natural, Synthetic, and Hybrid Embodiments

  mentions
• Developmental Bioelectricity: the cognitive glue enabling evolutionary scaling from physiology to mind

  about
• The collective intelligence of evolution and development

  associated_with
• Darwin's agential materials: evolutionary implications of multiscale competency in developmental biology

  associated_with
• Cognitive glues are shared models of relative scarcities: the economics of collective intelligence

  implements

• Michael Levin

  authoredintroduces
• Richard Watson

  authored
  Co-author; Electronics and Computer Science/Institute for Life Sciences, University of Southampton; develops connectionist frameworks for collective intelligence.

• Multiscale Competency Architecture

  associated_withimplements
  A framework originating from Levin that formalizes how hierarchical biological systems—from cells to tissues to organs—exhibit integrated problem-solving and adaptive plasticity across multiple levels of organization (metabolic, transcriptional, physiological, anatomical). It models system-level behaviors as emergent from competition and cooperation among heterogeneous subunits within composite agents, explaining how goals and regulations scale across biological scales.
• Tame Technological Approach To Mind Everywhere

  associated_withimplements
  A conceptual framework for understanding cognition and intelligence across diverse substrates—including evolved biological systems, artificial systems, and bioengineered systems—using empirically-grounded, gradualist approaches. TTAME enables comparative analysis of mind-like phenomena regardless of the physical or biological substrate in which it emerges, facilitating cross-disciplinary study of unconventional intelligences.
• Diverse Intelligence

  associated_withextends
  Research program studying intelligence at multiple scales and substrates; proposed as relevant to implications of mnemonic improvisation.
• Connectionist Models

  associated_withintroduces
  Neural network models demonstrating how organized functional relationships emerge via unsupervised learning; basis for evolutionary connectionism analogy.
• Active Inference

  associated_with
  Foundational framework by Karl Friston; the paper extends it to three hierarchical levels for modeling meta-awareness.
• Basal Cognition

  associated_with
  An interdisciplinary research framework that reconceptualizes intelligence as observer-relative problem-solving competencies existing on a continuum from simple to highly complex, extending cognition beyond neural systems to pre-neural and non-neural substrates including microbial control loops, plants, tissues, and cellular collectives. It grounds the study of evolutionary and developmental origins of cognitive and behavioral capacities by linking information processing at the chemical and cellular level to classical cognition, and provides philosophical foundations for understanding agency and goal-directedness in systems without nervous systems.
• Bioelectric Networks

  supports
  Ancient mechanism using ion channels, gap junctions, and neurotransmitters as 'cognitive glue' enabling collective intelligence across morphogenesis and behavior.
• Xenobots

  about
  Synthetic biotic constructs made from repurposed frog embryo skin cells that form self-motile robots with novel morphologies and behaviors including kinematic self-replication; demonstrate cellular competency beyond normal developmental constraints.
• Morphospace

  associated_with
  A problem space that represents possible anatomical and morphological configurations available to biological systems. Developmental collectives (cells, tissues) navigate this space through adaptive morphogenetic problem-solving to achieve organism-scale goals and body configurations, functioning as a precursor concept to higher-dimensional behavioral spaces.
• Embodied cognition

  associated_with
  Framework treating cognition as inseparable from bodily organization and environmental interaction; aligned with biogenic approach.
• Scale-Free Cognition

  associated_with
  Central hypothesis proposing that cognitive capacities scale across biological organization levels from cells to organisms via computational boundaries.
• Perceptual Field Model

  implements
  Model introduced in Figure 2 explaining how collective intelligence expands the spatiotemporal perceptual field of a group beyond any individual member's capacity.
• Connectionist Machine Learning

  associated_with
  Analogous framework for understanding how higher-level information arises from lower-level components in a collective system.
• Perceptual Control Theory

  associated_with
  Control-theoretic framework being developed in neuroscience and robotics; proposed as applicable to understanding collective problem-solving in morphogenesis.

• Multiscale Cognition

  members_of
• Collective Morphogenesis

  members_of

• All intelligence is collective intelligence: each of us consists of a huge number of cells working together to generate a coherent cognitive being with goals, preferences, and memories that belong to the whole and not to its parts.

  about
  Core interpretive thesis of the paper.
• All intelligence is collective intelligence, in the sense that it is made of parts that must align with respect to system-level goals.

  associated_with
  Central thesis operationalized via free-energy scaling; frames intelligence as alignment problem across multiple scales.
• Morphogenesis is the behavior of a collective intelligence of cells solving problems across multiple scales.

  about
  Levin's main interpretive reframing: rejects purely emergentist/mechanistic views of development in favor of treating morphogenesis as cybernetic, goal-directed problem-solving by cellular swarms.
• Bioelectric networks scale agency across organizational levels by integrating homeostatic competencies of cells into emergent systems with larger cognitive light cones.

  extends
  Core thesis: bioelectric networks provide the mechanism by which single-cell homeostasis becomes organism-level agency through integration and feedback loops.
• Bioelectric networks are the cognitive glue binding single-cell goal-directedness into higher-order minds with expanded cognitive light cones

  extends
• Goal-directed activity as core of Self

  extends
• The economy is a collective intelligence with autonomous multi-scale elements exhibiting adaptive problem-solving

  supports
  Central thesis: economy exemplifies collective intelligence; justifies economic analysis via TAME framework
• Morphogenesis by cell groups is a natural example of a collective intelligence problem.

  associated_with
  Reframes developmental biology as a cognitive science.
• There is no truly monadic, indivisible yet cognitive being.

  supports
  All known minds reside in composite physical systems.
• Multiple regions of the soma and body components may possess consciousness and deserve care equivalent to the verbal self.

  supports
  Extends care beyond artificial boundaries of physiological continuity or verbal reportability.
• The simple fact that intelligent agents are collectives and do not continue unchanged fulfills a necessary requirement for an open-ended evolution of intelligence.

  cites
  Connects collective intelligence to evolutionary potential.

• Morphogenetic Hacking

  associated_with

• Bioelectricity

  associated_withimplements
  Proposed 'cognitive glue' common to both neural and developmental collective intelligence; implemented by ion channels and electrical synapses.
• Anatomical Homeostasis

  associated_withextends
  Ability of organisms to adjust anatomy despite injury or rearrangement; demonstrates collective problem-solving in morphospace.
• Stress Sharing

  associated_withimplements
  Core concept: the hypothesis that cells can leak or export stress signals to neighbors, enabling collective coordination toward morphogenetic goals without explicit altruism.
• Intelligence: the ability to reach the same ends by different means.

  aboutsupports
  William James definition of intelligence; used by Levin as a load-bearing definition underlying the entire morphogenetic intelligence framework.
• Individual intelligence

  associated_withsubtype_of
  Intelligence typically associated with a single organism and its nervous system; argued here to also be a product of collective composition.
• Morphogenesis

  implements
  Process by which cellular collectives generate large-scale structure and form; presented as a collective intelligence problem.
• Cognitive glue

  associated_with
  The mechanisms that bind together composite agents—memories are proposed as one key type of cognitive glue that reifies selves.
• Connectionism

  associated_with
  Central framework proposing intelligence resides in organization of relationships between components, not in individual parts; used to unify individual and collective intelligence.
• Scaling of the cognitive Self

  extends
  The process by which smaller agents join into a larger emergent Self with expanded cognitive light cones, mediated by gap junctions.
• Self-Organization

  associated_with
  Spontaneous emergence of long-range order in networks; modeled as neural and basal cognition.
• Stress as the Glue of Agency

  associated_with
  Stress is a systemic response to setpoint deviations that scales up homeostatic loops and binds subunits into a larger Self.
• Self-organisation

  associated_with
  Phenomenon of spontaneous long-range order emerging from local interactions; central phenomenon explained by topological constraints
• Cellular Competency

  extends
  The problem-solving capacity of cells to rearrange and achieve correct morphology; measured by competency value (max allowed swaps).
• Cognitive scaling

  associated_with
  Process by which low-level competencies scale to larger problem-solving abilities across levels of organization.
• Credit Assignment Problem

  associated_with
  Fundamental problem in all cognition: how distributed components learn which actions to reinforce; central to understanding collective intelligence.
• Price system as cognitive glue

  implements
• Agential Material

  associated_with
  The view that biological substrates have intrinsic competencies, computational abilities, and homeodynamic setpoints, not merely passive matter.
• Left-Right Axis Asymmetry

  implements
  Collective decision-making phenomenon where cells coordinate left/right identity; perturbations randomize outcomes at population level but maintain concordance within individuals.
• Morphogenesis as Collective Intelligence

  subtype_of
  The view that embryogenesis and regeneration are instances of collective problem-solving by cell groups navigating morphospace toward target morphologies.
• Neural Crest

  implements
  A migratory embryonic cell population that exhibits collective intelligence, compensating for perturbations to achieve target morphology.
• Neural Crest Cells

  implements
  Cell population that migrates throughout the body as an intelligently coordinating collective, achieving target locations through problem-solving in embryonic space.
• Emergent Agents

  associated_with
  Higher-level individuals (e.g., embryo, swarm) that arise from cooperative subunits, possessing goals not assignable to any one component.
• Extended Mind

  supports
• Biological computation (scale-inseparable, hybrid dynamics)

  associated_with

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• Levin 2022 Technological Approach to Mind Everywhere

  mentions
  Source paper introducing the TAME framework and its applications.
• Levin & Lyons (2026) Cognitive glues are shared models of relative scarcities: the economics of collective intelligence

  mentions
  The research paper published in Philosophical Transactions of the Royal Society A, proposing a cognitive glue concept grounded in economic price systems.

• Bioelectric Control of Melanocyte Behavior

  supports
  Serotonergic signaling from instructor cells controls melanocyte proliferation and invasiveness in frog embryos; bioelectric perturbations produce stochastic organism-level outcomes (70% conversion) while maintaining cell-level concordance.
• Bioelectric coordination creates stochastic concordance in melanocyte fate decisions across an organism

  supports

• How do many independent agents work together to enable the creation of a novel being with goals and memories that belong to it and not to any of its parts?

  gates

• Biochemical and Biophysical Research Communications

  mentions
  Journal in which this paper was published; volume 731, 2024.