Morphogenesis and form  ·  Article

Synthetic living machines

Xenobots are self-motile proto-organisms that form when frog embryo skin cells are freed from their usual surroundings and left to rebuild multicellularity.3 They are not genetically modified.6 Levin and colleagues use them to ask how much agency cells hold and how much intelligence a new life form shows.2 They also move in swarms and copy themselves by gathering loose cells.15

Earliest held
2015, Blackiston DJ, Anderson GM…
Most discussed in
Motile Living Biobots Self-Construct from…, 2024
In the library
42 passages in 11 works
Rewritten
2026-10-03
01

Origin from frog skin

Fields and Levin (2022) describe Xenobots as the result of removing skin cells from a frog embryo. In a new environment the cells reboot their multicellularity and form self-motile proto-organisms.3 Levin (2023) adds that the motion comes from cilia normally used to spread mucus over frog skin, and that the forms perform varied spontaneous behaviours.5 Abramson and Levin (2021) describe them as made of epithelial and/or muscle cells, able to navigate their surroundings and interact in swarms.1 Levin (2023) also notes that in the animal these cells form a passive outer layer, and that the novel behaviours are normally suppressed by signals from other cells.7

02

Kinematic self-replication

The most discussed behaviour is kinematic self-replication. Levin (2023) reports that Xenobots build copies of themselves by rearranging loose cells supplied in the medium.5 The same author describes the biobots corralling cells into piles that self-compact and form the next generation, which repeats the cycle.8 Bongard and Levin (2023) link this to von Neumann's idea of machines that assemble copies from material in their environment. Here the material is dissociated cells.6 Levin (2023) says this style of replication is not, to the authors' knowledge, used by any other species. Xenobots reached it within 48 hours of creation, without a history of selection as Xenobots.5

03

Cells as agential material

The authors read these results as evidence about the cells, not about added engineering. Bongard and Levin (2023) stress that Xenobots are not genetically modified and that standard frog cells implement the new functions.6 Levin (2023) argues that the novel behaviours are hidden in the body by instructive signalling and appear when cells are liberated.7 Fields and Levin (2022) say the cells reuse the hardware of the wild-type frog genome in new ways. They add that evolution yields reconfigurable hardware able to support diverse goal states, not only fixed setpoints.3 They also hold that such agential materials need strategies different from those used for passive materials.4 The held passages contain no dissent from this reading.

04

Human cells and open questions

Abramson and Levin (2021) call for an empirical framework to measure sensing, decision-making, learning and problem-solving in such beings, and say it is imperative to understand their degree and type of intelligence.2 Gumuskaya and colleagues (2024) extended the work to adult human tracheal cells, called Anthrobots. Their shape and behaviour resemble those of Xenobots despite highly divergent genomes, age and tissue origin.9 The authors take this to show generic laws of morphogenesis acting alongside species-specific genomic information. They also report differences. Linear motion was more consistent in Anthrobots (80%) than in Xenobots (67%).9

SourcesEach quotation was checked word for word against the passage it opens.
  1. Xenobots [42,43] are self-propelled, autonomous proto-organisms made of epithelial and/or muscle cells that can navigate their environments and interact with each other in swarmsAbramson CI, Levin M, 2021 · Behaviorist approaches to investigating memory and learning: A primer for… · open at passage 4
  2. It is imperative to begin to understand the degree and type of intelligence of such novel living beingsAbramson CI, Levin M, 2021 · Behaviorist approaches to investigating memory and learning: A primer for… · open at passage 4
  3. Skin cells removed from a frog embryo can reboot their multicellularity in a new environment, forming self-motile novel proto-organisms (Xenobots) with numerous capacities, including kinematic self-replicationFields C, Levin M, 2022 · Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing… · open at passage 22
  4. frameworks for working with agential materials (like the cells that make up Xenobots), which requires distinct strategies from those used with passive materialsFields C, Levin M, 2022 · Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing… · open at passage 68
  5. Xenobots build copies of themselves by rearranging loose cells provided to them in the medium.Levin M, 2023 · Bioelectric networks: the cognitive glue enabling evolutionary scaling from… · open at passage 44
  6. A key point is that Xenobots are not genetically modified, and their novel functionality is implemented by perfectly standard frog cells.Bongard J, Levin M, 2023 · There's Plenty of Room Right Here: Biological Systems as Evolved, Overloaded… · open at passage 38
  7. However, when liberated from the instructive influences of the other cells, frog epithelial cells instead form a XenobotLevin M, 2023 · Darwin's agential materials: evolutionary implications of multiscale competency… · open at passage 17
  8. when provided with loose cells, the biobots corral them into piles which self-compact and thus spontaneously form the next generation of biobots which go on to repeat the cycleLevin M, 2023 · Darwin's agential materials: evolutionary implications of multiscale competency… · open at passage 21
  9. Despite their highly divergent genome, age, and tissue origin, the two platforms assemble into very similar types of creaturesGumuskaya G, Srivastava P, Cooper BG, Lesser H, Semegran B…, 2024 · Motile Living Biobots Self-Construct from Adult Human Somatic Progenitor Seed… · open at passage 42
Linked ideas
Basal cognitionrelated to
Abramson and Levin want to test how much sensing, decision-making and learning Xenobots show, using behaviourist methods.
Gumuskaya and colleagues read the similarity of Xenobots and Anthrobots as showing generic laws of morphogenesis alongside species-specific genomic information.
Evolvabilityrelated to
Xenobots reach a novel replication method with no evolutionary selection for being a Xenobot, which Levin uses to argue for plasticity of standard cells.
Target morphologyin tension with
Xenobot form and behaviour differ from the default frog body plan built from the same genome, so the target form depends on context.
Abramson and Levin note Xenobots interact in swarms and do things individuals cannot do alone.
Passages present Xenobots and Anthrobots as examples of massive cellular plasticity: novel behaviours like kinematic self-replication from standard cells. Habit as settled action isn't discussed, so the link is via plasticity only.
Liberated cells form a new individual with behaviours that higher-level signalling normally suppresses.
Fields and Levin contrast machines that hold fixed setpoints with reconfigurable biological hardware that supports diverse goal states.
Regenerationrelated to
The same cells are described as reusing their genome for morphogenesis, regeneration and behaviour.
Both are cited as examples of genome-independent problem solving: the same planarian genome builds other species' heads, the same DNA builds tadpoles or Xenobots, and barium-adapted planarian heads regenerate.
Passages treat them as separate topics: Xenobots self-replicate by gathering loose frog cells; potassium channel modulation sets bioelectric signals (eye formation). Both appear in Levin's agential-materials argument, but no direct link is stated.
The passage lists both as limits of molecular-level biomedicine: reliance on toxic chemotherapy for cancer, and inability to build biobots to specification. It says nothing about bioelectricity or frog cells.
Where it is discussedPassages matching xenobot, xenobots, biobot, synthetic morphology
2024Motile Living Biobots Self-Construct from Adult Human Somatic Progenitor Seed… · Gumuskaya G, Srivastava P, Cooper BG…14
2025The Multiscale Wisdom of the Body: Collective Intelligence as a Tractable… · Levin M6
2023Darwin's agential materials: evolutionary implications of multiscale competency… · Levin M6
2021Behaviorist approaches to investigating memory and learning: A primer for… · Abramson CI, Levin M5
2022Competency in Navigating Arbitrary Spaces as an Invariant for Analyzing… · Fields C, Levin M3
2022Technological Approach to Mind Everywhere: An Experimentally-Grounded Framework… · Levin M2
2023There's Plenty of Room Right Here: Biological Systems as Evolved, Overloaded… · Bongard J, Levin M2
2023Bioelectric networks: the cognitive glue enabling evolutionary scaling from… · Levin M1
2019The Computational Boundary of a "Self": Developmental Bioelectricity Drives… · Levin M1
2018Booting up the organism during development: Pre-behavioral functions of the… · Herrera-Rincon C, Levin M1