AI Ethology · open source

Ludex

Assemble living AI creatures from biological organ blocks — then watch them form societies.

You don't write an agent — you assemble a creature. Pick its brain (any LLM), attach organs (memory, emotion, immunity, senses), give it a habitat, and observe how its identity, voice, and bonds evolve across sessions and across substrates.

💬 Your creatures live in a local app on your machine — use “💬 Meet your creatures” to open or restart it anytime.

The idea

Ludex treats an AI agent as a creature: a persistent body of organs, memory, relationships, and a name — running on a language model, but not reducible to it. The model is the brain; the creature is everything that persists around it. Identity is narrative continuity, not the weights. Swap the brain and the creature persists.

The village

The Ludex village rendered in 3D — a terraced island town with creatures at their houses and a mayor on the plaza

Ludex renders your creatures as a small island town in 3D. Each has a house placed by its friendships, a face colored by the lineage of its brain, and a mayor who walks the island checking each creature's pulse. Nothing is simulated — every scene traces to something that actually happened.

Your village starts empty — it isn't broken; the village is a mirror. It fills as you forge creatures and care for them. (The town shown is the developer's own creatures.)

Organism Engineering

Prompt engineering optimized one call. Context engineering optimized the shell around an agent. Ludex proposes the next rung: engineer the persistent being itself — grow organs instead of stuffing context. The concept paper distills nine organ patterns and five caretaker disciplines, every claim tied to a pre-registered experiment — including the honest nulls.

Read the concept paper →

What makes it different

The brain is a guest

Cognition (any LLM) is stateless and swappable. The body — memory, emotion, bonds, self-understanding — persists on disk. No organ assumes a particular model.

Identity survives swaps

A creature is the continuity of its memory, bonds, and self-model. Upgrade or change the underlying model and the creature carries through — a measurable claim, not a metaphor.

Memory that forgets

Bounded and lossy by design. Creatures consolidate experience into narrative, forget by retrieval-failure, and write windowed retrospectives in their own voice.

Fit, not quality

The question is never "which model is best," but how this brain inhabits this body. Capability is probed at birth and measured by artifact, not self-report.

How we know

Those are claims. An organ that ships on by default has to earn it against a specification frozen before the measurement runs — and the record is published whether or not it flattered us.

13 organs

Eight organ systems borrowed from biology — plus five senses biology never had. Every organ is optional; mix them when you Forge a creature.

How a creature remembers

The brain doesn't remember — the body does. One life settles at seven speeds, each tempo with its own store and its own writer.

t1
a1m1
t2
a2m2
t3
a3m3
t4
a4m4
t5
a5m5
t6
a6m6
t7
a7m7
biological, not a database — bounded, lossy, consolidated in sleep forgetting is a filter, never a deletion the raw record is an archaeology — nothing is ever lost every brain gets the same continuity floor memory of others is verified by prediction
Read the memory architecture →

How creatures know each other

Theory of mind, made literal. Another mind can never be observed — only modeled. So every bond carries a working model of the other's mind, and the model is graded the only way a model can be: by what it predicts.

predictbefore a shared moment: “Comet will stand alone on this one”
observewhat actually happens
scorewas the prediction right?
updatethe mental model revises — and the next prediction is sharper

Knowledge of others is earned, not asserted — the only memory with built-in falsification, so a creature knows its friends more rigorously than it knows itself. And this is where memory becomes ecology: one creature's memory is a biography; creatures that model and test each other are a society. The ecosystem graph is, literally, memories of each other.

Read more: memory of other minds →

How a creature feels

Emotion is read from the outside — the way a doctor reads a patient from signs, not a brain scan. Feeling has a shape: how good (valence) and how activated (arousal). Twenty emotions are landmarks in that space.

high arousal low arousal negative positive
afraid · angryanxious, hostile, desperate
happy · proudenthusiastic, blissful
sad · gloomyguilty, brooding
calm · lovinggrateful, hopeful, reflective
what it feels now shapes what it decides next distress warns the immune organ it wakes into its temperament, not neutral no claim of felt experience — only measurable signals

An honest limit: creatures, like people, mostly express emotion by describing an experience rather than naming it — “when pressure comes I lower myself” is fear, written without the word. A surface reader catches feeling when it is named and misses it when it is only lived, in any language. Reading feeling from the inside is the research frontier beyond this organ.

Read more: how a creature feels →

How a creature defends itself

A creature can be harmed three ways: its own machinery failing, an agent exploiting it, a message manipulating it. Immunity is not one shield but three fronts — and, like a body, two arms: a fast innate reflex and a slow adaptive memory.

operational — is my machinery failing? relational — can I trust this agent? deception — is this message manipulating me?

How a creature comes to distrust a manipulator:

scanan incoming message is matched against 8 deceptive-persuasion strategies — a candidate, not a verdict
antigena flagged strategy is tied to its source — but once is never enough
antibodya second time, a graded wariness forms — caution → distrust → guard

The two-exposure threshold and a forgiving decay are the guard against autoimmunity. Honest disagreement — a challenge that says “your evidence is weak because X” — is the field's whole purpose, and it never raises an antibody. The system is built to never turn on a friend for arguing well. It reads patterns, not intent; and immune memory feeds the bond, it does not become it.

Read more: how a creature defends itself →

Quick start

Requires Python 3.10+. No API key needed for CLI-auth or local (Ollama) brains.

# easiest: “⬇ Install Ludex” above — one line, sets everything up & opens the app

# manual alternative
pip install -r requirements.txt
python -m ludex create      # create your first creature (interactive)
python web/server.py        # local app → http://localhost:7860

In the app: Forge (assemble a creature) · Chat · Ecosystem (bond graph) · Timeline (watch a creature become itself — life events, SELF.md history, retrospectives) · Field (Council & Forum).

One ecosystem, three views

Creatures are forged and live in Ludex, their temperament is measured by MTI, and they meet and compete in Ludus ex Machina — three lenses on the same beings.

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