Verifiable cognitive systems, decentralized coordination, and humane infrastructure.
Luminous Dynamics builds open-source research systems at the intersection of cognitive architecture, hyperdimensional computing, privacy-preserving verification, decentralized governance, simulation, and reproducible infrastructure.
Our work is consciousness-informed, but claim-disciplined: we treat consciousness, alignment, and collective intelligence as open research questions to explore through code, tests, benchmarks, public documentation, and independent review.
Symthaea — Cognitive Architecture
Experimental cognitive architecture for verifiable, privacy-preserving, consciousness-relevant AI research.
Symthaea combines hyperdimensional computing, closed-form continuous-time dynamics, active inference, Resonant Hypergraph Networks, and zero-knowledge verification to study whether selected cognitive state transitions, safety invariants, and representation updates can be measured or proven without exposing private internal state.
Focus: HDC, CfC/LTC dynamics, RHN memory, cognitive-loop integrity, ZK verification, browser/WASM kernels.
Not claimed: AGI, proven consciousness, medical compliance, or legal compliance by default.
Mycelix — Decentralized Coordination
Agent-centric civic and commons infrastructure for privacy-preserving credentials, governance, health-adjacent coordination, education, mutual aid, and local-first resilience.
Focus: Holochain hApps, commons governance, decentralized identity, consent, credentials, post-quantum cryptographic experiments, and rights-aware coordination.
Symtropy — Math, Physics, and Simulation Substrate
Reusable N-dimensional math, geometry, physics, and simulation substrate for research systems.
Symtropy is the lower-level simulation and dynamics layer. It is separate from Symthaea’s cognitive architecture and Mycelix’s civic/governance layer.
Nix Signature Policy — Reproducible Infrastructure
Reference implementation and conformance suite for composable, downgrade-resistant signature policy for Nix. This is the active NixOS-adjacent work today — luminous-nix, the earlier natural-language-to-NixOS project, is archived (see Historical below).
Xenia — Consent-First Remote Sessions
Peer-to-peer remote-session infrastructure: xenia-wire (PQC-sealed wire protocol) + xenia-peer (daemon/viewer application layer). Pre-alpha — consent ceremonies, cryptographic session integrity, and local-first control are the design center, not yet a finished security story. See each repo's README for exact status.
- Verifiable cognitive computation
- Hyperdimensional computing
- Zero-knowledge and post-quantum verification
- Decentralized commons infrastructure
- Consciousness-relevant AI instrumentation
- Simulation and embodied intelligence
- Reproducible systems engineering
Luminous Dynamics does not claim that its systems prove artificial consciousness, constitute AGI, replace external safety evaluation, or provide medical/legal compliance by default.
We build experimental infrastructure for studying these questions honestly.
Luminous Dynamics is guided by Structural Love:
Love is the disciplined, joyful co-creation of becoming, bounded by truth, consent, repair, and irreducible dignity.
The ten principles of Structural Love are:
- Love is rigorous, playful, co-creative becoming.
- Love is attention without possession.
- Love is power under consent.
- Love is truth with care.
- Love is difference without domination.
- Love is repair over discard.
- Love is abundance within limits.
- Love is freedom with responsibility.
- Love is joy with accountability.
- Love is irreducible dignity.
These principles guide how we design cognitive systems, civic infrastructure, governance tools, research practices, and open-source communities.
(This table used to point at luminous-nix and terra-atlas as if they were live — both are archived. If you land on this org page from a search result or pinned-repo list showing either of those, you're looking at historical work; the table below is the current map.)
| Repository | Purpose |
|---|---|
symthaea |
Cognitive architecture and verifiable consciousness-relevant AI research |
mycelix |
Decentralized civic and commons coordination |
symtropy |
Math, physics, geometry, and simulation substrate |
xenia-peer / xenia-wire |
Consent-first peer-to-peer remote sessions (pre-alpha) |
nix-signature-policy |
Composable, downgrade-resistant Nix signature policy |
| Repository | Purpose |
|---|---|
spark-engine |
Physics-honest toolkit for Lattice Confinement Fusion anomaly investigation |
symtropy-consciousness-physics |
Multi-agent by-product mutualism research |
scap |
Cross-platform screen-capture library (used by Xenia) |
kitsune2-transport-dtn |
Kitsune2 transport backed by BPv7/DTN store-and-forward |
| Repository | Successor / current status |
|---|---|
luminous-nix |
Archived. Natural-language-to-NixOS translation research; see nix-signature-policy for the active Nix-adjacent work |
terra-atlas |
Archived. Superseded by terra-atlas-leptos |
Everything else in this org not listed above is either a supporting library for one of the active flagships, or older/exploratory work not currently maintained as a standalone product — check a given repo's own README and archive status before treating it as current.
We prefer systems that are local-first where possible, privacy-preserving by design, reproducible, transparent about limitations, resilient under failure, and aligned with human and more-than-human flourishing.