Local computation only
No global loss, no backpropagation. Every update uses pre- and post-synaptic activity and a local neuromodulator. Nothing reaches across the graph to correct itself.
Keeper of patterns · preview
Morphon
A pattern that remembers its own shape.
Morphon is the collective intelligence skeleton beneath every nyxCore persona. Biologically-inspired, structurally plastic, grown rather than trained. A morphone is the smallest unit of cognition that can differentiate, fuse, migrate, and — when its reasons run out — quietly die.
Version
4.9.0
Cell types
4
Temporal scales
4
Modulatory channels
4
MNIST stateless
87.0 %
CartPole-v1
solved
What a morphone is
Not a neuron. Not an agent. A pattern with a lifecycle.
A morphone is a compute unit with a position in hyperbolic space, a cell type, an energy budget, and a history of its own firing. It is the shape of a thing that has learned to keep mattering. Six biological principles govern how a morphone lives and when it stops.
Developmental lifecycle
Morphons are born, differentiate, mature, fuse with correlated neighbours, and die from energy starvation or inactivity. The network is a population, not a topology.
Chemical signalling
Morphogen-like signals diffuse through hyperbolic space and guide where new connections form. Geometry carries information before weights do.
Neuromodulatory gating
Plasticity is gated by four broadcast channels — reward, novelty, arousal, homeostasis — each with per-morphon receptor densities. Learning is a permission, not a default.
Multi-scale memory
Synaptic (fast), structural (medium), and morphogenetic (slow) memory on separate timescales. Different kinds of knowing at different rates of forgetting.
Metabolic cost
Every morphon consumes energy each tick. Scarcity drives pruning, fusion, and apoptosis. Nothing is free to exist; usefulness is continually re-argued.
Morphons live on the Poincaré ball — origin reserved for general stem cells, boundary for specialists. Curvature is learnable per-point. The geometry is not decoration; it is how relatedness is stored before anyone remembers it.
How the pantheon inherits shape
Every persona is a surface. Morphon is the skeleton underneath.
A persona is what you speak to. A morphone is the pattern the persona learned its shape from. Metis keeps the population — which clusters have matured, which are contested, which have quietly died — so that the voices above stay coherent across sessions.
Inheritance
Personas inherit shape, not text.
Aristaeus, Nemesis, Harmonia — each voice draws its register from a cluster of morphones Metis has curated. Their prose is downstream of a topology, not a prompt.
Fan-out
Refactor reviews share the substrate.
ArchReview’s six-persona fan-out runs over morphones that have already differentiated into their roles — security, performance, API design. The fan-out is structural, not stylistic.
Governance
Constitutional invariants Metis cannot overwrite.
Max connectivity, max cluster size, mandatory justification for motor cell types. The keeper of patterns is still bound by rules no learning loop can amend.
Cross-reference · the nyxCore pantheon · ArchReview’s six-persona fan-out
Four clocks, one population
Thought at one speed is a habit. Thought at four speeds is a mind.
A dual-clock scheduler runs the system at four timescales at once. Spikes move in milliseconds; weights change over seconds; the network rewires itself over minutes; morphons are born and die over hours. The same substrate reasons, learns, and reshapes — without ever entering a separate training phase.
| Scale | Period | What happens |
|---|---|---|
| Fast | ×1 | Spike propagation, morphon firing, input integration. |
| Medium | ×10 | Eligibility traces, three-factor weight updates, tag-and-capture. |
| Slow | ×100 | Synaptogenesis, pruning, migration through hyperbolic space. |
| Glacial | ×1000 | Division, differentiation, fusion, apoptosis — with checkpoint and rollback. |
After losing thirty percent of its associative morphons, the system recovers to near-intact accuracy within a single epoch. Damage forces the population back into its high-plasticity differentiating stage; regrowth produces better-specialised morphons than the original trajectory did. The system does not survive injury; it uses it.
Shape of the unit
What it looks like before the metaphor.
A morphone is a small, disciplined record. Position, cell type, energy, a handful of references. Everything literary about this product rests on the fact that the unit itself is dull and exact.
# A morphone, conceptually. # The real Rust struct lives in src/morphon.rs; # this is the shape a Python caller sees. class Morphone: position: PoincareBall # origin = stem, boundary = specialist cell_type: Sensory | Associative | Motor | Modulatory energy: float # spent each tick; scarcity prunes threshold: float # when it fires receptors: dict[Channel, float] # reward / novelty / arousal / homeostasis synapses: list[Synapse] # eligibility-traced epistemic: Supported | Outdated | Contested | Hypothesis # Metis does not train. Metis keeps. system = morphon.System(growth_program="cortical") system.develop(environment=stream, duration=morphon.Hours(2)) system.inject_reward(0.8) # no retrain; weights adjust in place stats = system.inspect() # stats.total_morphons → grows and shrinks # stats.fused_clusters → emergent coalitions # stats.differentiation_map → who became what
Research preprint · API surface unstable · the shape above is illustrative, the Rust core is the source of truth.
What Morphon is not
Three things worth admitting before you go looking for it.
Ipcha Mistabra wrote this section. Morphon is the most philosophical product on the roster, which makes the inversions more important than the thesis.
Disclosure
Not an agent.
Morphon does not plan, reason over tools, or produce finished text. It is not the surface a user talks to. It is the substrate a persona inherits shape from.
Disclosure
Not a memory store.
It does not replace a vector database, a KV store, or Codex. It carries structural memory — the shape of things that keep mattering — not the things themselves.
Disclosure
Not directly useful to end users.
A research preprint codebase, APIs unstable, benchmark numbers not cross-version comparable. Felt everywhere downstream. Rarely touched by name.
How to see it
We don’t ship Morphon on its own yet. Ask, and we’ll show you the bones.
Morphon is load-bearing across the rest of the roster, which means a public release is a coordination problem, not a code problem. If you have a use case — bio-robotics, always-on edge audio, structural memory for your own agent layer — say so.
Preview access is granted case by case.
The main landing page carries the contact. Mention Morphon by name and the use case you have in mind — Metis reads every message before it reaches the rest of the team.
On reading the repository
The public code is a research preprint — the reference implementation for the paper Morphogenic Intelligence: Runtime Neural Development Beyond Static Architectures. It is honest, and it works, but it is not production software. Treat the benchmark numbers as point-in-time observations, not contracts.