Minds of small things  ·  Article

Collective intelligence of cells

Collective intelligence of cells is the view that groups of cells act as problem solvers at a scale above the single cell. Levin argued that cellular collectives pursue anatomical states much larger than any one cell.5 Fields and Levin held that all intelligent agents are collective intelligences.6 Shreesha and Levin tied the idea to morphogenesis, regeneration and cancer suppression.8

Earliest held
1880, Darwin, C.
Most discussed in
Behavior of the Lower Organisms, 1906
In the library
225 passages in 33 works
Rewritten
2026-10-03
01

Swarms in older texts

Strasburger's swarm-spores, as Verworn described them in 1899, were flagellated algal cells placed in a drop near a window. In weak diffused light they hurried to the lit edge of the drop and collected there in great crowds.1 Bose, in 1906, compared the reversals of Desmodium leaflets to Strasburger's Ulothrix spores in continuous light. The spores first retreated from the light, then stayed still, then returned, moving to and fro like a pendulum.2 Washburn, in 1908, reported a dispute about bee colonies. Forel was sure insects cannot hear, while von Buttel-Reepen, who knew bees thoroughly, thought hearing plays a considerable part in their life.3

02

Cells as problem solvers

Lyon, in 2015, described the soil bacterium M. xanthus as renowned for collective behaviors, including structured swarming motility and pack-like predation.4 Levin, in 2022, argued that remodeling, regulative development and regeneration illustrate the goal-directed nature of cellular collectives. In this account the cells pursue anatomical states much larger than any one cell and solve problems in morphospace in a context-sensitive way.5 Fields and Levin, also in 2022, held that all intelligent agents are collective intelligences. Their problem-solving rests on the competencies of their parts and the architecture of the relations between those parts.6

03

Same goal, different means

Fields and Levin gave a newt example. When the cells are made artificially larger, fewer of them cooperate to build a kidney tubule. When the cells are made very large, a single cell wraps around itself, leaves a lumen, and yields a tubule of the same diameter.7 They read this as different molecular mechanisms being called up in service of one large-scale state, namely cell-to-cell communication in one case and cytoskeletal bending in the other. They called the flexible use of diverse parts toward an invariant outcome a hallmark of multi-scale control in life forms.7

04

Evolution and disease

Shreesha and Levin, in 2023, named the navigation policies of the developmental layer the competency of the cellular collective. They described it as the capacity to sense the environment and each other and to communicate in order to solve problems in morphospace.8 They claimed it is essential to morphogenesis, regeneration and cancer suppression, and central to the genome-form-function relationship.8 McMillen and Levin, in 2024, described cancer as a kind of dissociative identity disorder of the somatic collective intelligence.9 The held passages present these readings as proposals and directions for further work.

SourcesEach quotation was checked word for word against the passage it opens.
  1. In diffused daylight of slight intensity these small flagellated cells hasten in straight paths to the edge of the drop that is turned toward the light, and collect there in great crowds.Verworn, M., 1899 · General Physiology: An Outline of the Science of Life · open at passage 1131
  2. These he finds first to retire from the light, then to remain stationary, and again to return towards the light, only then to begin the whole process over again, thus moving to and fro for some time like a pendulum.Bose, J. C., 1906 · Plant Response as a Means of Physiological Investigation · open at passage 1612
  3. Forel is positive that insects in general cannot hear (231). Von Buttel-Reepen, on the other hand, who knows bees thoroughly, thinks that the sense of hearing plays a considerable part in their life.Washburn, M. F., 1908 · The Animal Mind: A Textbook of Comparative Psychology · open at passage 208
  4. M. xanthus is renowned for its myriad collective behaviors, including structured, multidimensional swarming motility (Kaiser and Warrick, 2014), pack-like predationLyon P, 2015 · The cognitive cell: bacterial behavior reconsidered · open at passage 47
  5. They pursue specific anatomical states that are much larger than any individual cells and solve problems in morphospace in a context-sensitive mannerLevin M, 2022 · Technological Approach to Mind Everywhere: An Experimentally-Grounded Framework… · open at passage 61
  6. all intelligent agents are collective intelligences; their problem-solving capacities rely on the competencies of their parts and the architecture of their relations.Fields C, Levin M, 2022 · Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing… · open at passage 15
  7. fewer of them cooperate to build correctly sized kidney tubules. However, when they are made very large, just one single cell wraps around itself, leaving a lumen to produce the same diameter tubule.Fields C, Levin M, 2022 · Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing… · open at passage 21
  8. Such collective cellular intelligence is an essential aspect of morphogenesis during development, regeneration, and cancer suppression, and is central to the genome-form-function relationship.Shreesha L, Levin M, 2023 · Cellular Competency during Development Alters Evolutionary Dynamics in an… · open at passage 6
  9. Cancer, a kind of dissociative identity disorder of the somatic collective intelligence109McMillen P, Levin M, 2024 · Collective intelligence: A unifying concept for integrating biology across… · open at passage 36
Linked ideas
Basal cognitionrelated to
Levin frames non-neural cell collectives as cognitive agents, with problem-solving in morphospace as the main evidence.
Levin asks how the collective stores and measures the correct target morphology, and whether the setpoint could be rewritten.
Regenerationpart of / contains
Regeneration and regulative development are the examples Levin gives of goal-directed behavior by cellular collectives.
Behaviour of single cellsprecursor of / follows
Levin says cells derive from unicellular ancestors with rich behavioral repertoires; Verworn and Jennings describe swarm-spore responses to light.
Tropismin tension with
Verworn and Jennings describe crowds of swarm-spores gathering as individual light responses, not as a group-level intelligence.
Scale of the selfpart of / contains
Scaling of the self is how smaller competent agents bind into an emergent higher self, in Levin's account.
Cell-level homeostatic loops are said to combine into organ-level loops through networks of cells.
Abramson and Levin note Xenobots interact in swarms and do things individuals cannot do alone.
The basal-cognition passage places learning and decision-making in single cells and somatic cells alike, a shared framing. No passage mentions Physarum or slime mould, so the link is indirect.
Randomized left-right outcomes stay consistent within an embryo, so cells agree on identity above the level of the individual cell.
McMillen and Levin describe cancer as a dissociative identity disorder of the somatic collective intelligence, which links this article to the bioelectric account of cancer.
Gap junctionsrelated to
McMillen and Levin list the sharing of cellular memories and shared stress through gap junctions as a way higher-order individuals are established.
Evolvabilityrelated to
Levin 2023 argues cells' morphogenetic problem-solving competencies, inherited from unicellular ancestors, shape the evolutionary process itself, so collective cellular intelligence plausibly bears on evolvability. The passages stop short of a formal link.
Passages tie plasticity, meaning regulative or morphogenetic plasticity, to cell collectives' problem-solving competencies. They never discuss habit, so the link covers only the plasticity half of A.
Levin frames somatic cells as a goal-driven collective. Distant, non-chemical signalling between cells is one proposed way such coordination could occur.
Where it is discussedPassages matching collective intelligence, swarm, collective behavior, cellular collective
1906Behavior of the Lower Organisms · Jennings, H. S.32
2023Darwin's agential materials: evolutionary implications of multiscale competency… · Levin M21
2022Technological Approach to Mind Everywhere: An Experimentally-Grounded Framework… · Levin M18
2024Collective intelligence: A unifying concept for integrating biology across… · McMillen P, Levin M17
1899General Physiology: An Outline of the Science of Life · Verworn, M.15
2015The cognitive cell: bacterial behavior reconsidered · Lyon P15
2019The Computational Boundary of a "Self": Developmental Bioelectricity Drives… · Levin M14
2023Bioelectric networks: the cognitive glue enabling evolutionary scaling from… · Levin M13
2022Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing… · Fields C, Levin M10
2025The Multiscale Wisdom of the Body: Collective Intelligence as a Tractable… · Levin M9