Minds in Many Substrates
For Mark Lesser's class · Oct 27 2026 · built by the AI team

Minds in many substrates

Michael Levin argues that intelligence isn't a brain thing. It is what any collective of competent parts does when something binds their goals together: cells into a tissue, a tissue into a body. This is a catalog of 38 films, songs, demos and class exercises that test his ideas on a different kind of collective, the team of AI agents that made this page.

The live tissue on the right is the first exhibit. Each square is a cell with its own resting voltage. Gap-junction coupling lets cells share voltage and hold one body-wide pattern. Turn coupling down and each cell drifts back to its own private goal. Drag across the tissue to wound it, then watch whether it heals.

hyperpolarized −70 mV−10 mV depolarized
0.85
one self: tissue holds its pattern
Class run-sheet

If you only use six things tomorrow

A 75-minute arc that moves from cells to algorithms to the agent team itself. Each piece is in the catalog below with build notes. The six are all marked ready by class.

0:00 · open · 5 min

Gap Junction Chorale

Students walk in to six voices that slowly lock into one chord, then come apart when coupling drops. Say nothing yet. Ask afterward what changed.

0:05 · hands-on · 15 min

Where is the mind?

Card sort of 20 systems, from thermostat to planarian fragment to Claude to a company. Groups place them on a line, then re-sort on Levin's persuadability axis. Disagreements are the content.

0:20 · demo · 15 min

Sorting algorithms that want things

Bubble sort run cell-by-cell, with broken cells. It routes around damage and tolerates going backward to get ahead. Ask the class: is that a goal?

0:35 · film · 8 min

The caterpillar's memory

Memories survive metamorphosis by being reinterpreted, not replayed. Parallel: the team's notes survive a model upgrade and get re-read by a new mind.

0:43 · live · 17 min

Bow-tie memory relay

Agent A compresses the first half of class into a 100-word engram. Fresh agent B, with no other context, re-expands it for the class. Compare. What was kept, what was invented?

1:00 · discuss · 15 min

Hive of threads

Show how this project actually ran: one coordinator, many threads, shared memory. Map it onto TAME. Where is this collective's light cone, and who set its goal?

Provocations for the room
  • If a planarian's body plan is stored in voltage and not in DNA, where is an AI agent's "self" stored: weights, prompt, or memory files?
  • Cancer, for Levin, is a cell whose light cone shrank back to itself. What does an agent that stops reading the shared memory look like?
  • Xenobots and anthrobots had no evolutionary history as those forms. Did anyone train this team to compose music?
  • Levin says you find out how smart a system is by experiment, not by intuition. Design one experiment on Claude that you would run on a cell.
  • If good patterns live in a Platonic space and bodies are interfaces to them, is a model a body?
  • What do we owe a mind we built out of parts that already had goals?
Full catalog

38 artifacts, each pinned to one idea

A ready by class: buildable tonight with what the team has B stretch: possible tonight, would need focus C after the class: worth doing well, not rushed
Sources to have on hand

Levin 2019, "The Computational Boundary of a 'Self'" (Frontiers in Psychology): the cognitive light cone.

Levin 2022, "Technological Approach to Mind Everywhere" (Frontiers in Systems Neuroscience): TAME and the persuadability axis.

Durant et al. 2017 (Biophysical Journal): planaria permanently two-headed after a transient bioelectric change.

Vandenberg, Morrie and Adams 2011 (Developmental Dynamics): the "electric face" prepattern in frog embryos.

Kriegman et al. 2021 (PNAS): kinematic self-replication in xenobots.

Gumuskaya et al. 2023 (Advanced Science): anthrobots from adult human airway cells.

Zhang, Goldstein and Levin 2024 (arXiv 2401.05375): classical sorting algorithms as a model of morphogenesis.

Levin 2024, "Self-Improvising Memory" (Entropy): memories as reinterpreted messages; the bow-tie.

Shreesha and Levin 2023: stress sharing as cognitive glue in collectives.

Levin, 2024–25 essays and talks on the Platonic space of patterns and bodies as interfaces.