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Nucleus · Featured Research

The Vero Language

The only piece here that does not exist anywhere else in literature. Everything else builds on it.

Work

Projects

Each layer is a discipline in itself. Together they are a single verified substrate.

⚗️ Open Source
Vero Language
Genome DSL · Coherence Compiler

Four irreducible primitives — Truth, Harmony, Time, Place. Coherence is a compile-time invariant. Dissonance is a type error. The language that makes the rest formally sound. Lineage: C → Rust → Verus → Vero.

TruthHarmonyTimePlaceVerus
🧬 Sensitive · Under Research
SECKAN
Neuroevolution Runtime · Rust · GPU

A neuroevolution runtime that uses Vero as its genome substrate. Architecture details are not public. A high-level technical overview is available on request.

Rust 2024GPU ComputeVeroNeuroevolution
🧠 Sensitive · Under Research
Unified Cognitive Continuum
Kernel-Governed AI Architecture

A governance architecture for resident AI systems. All inference workers operate under formal policy constraints. Memory is not ambient — it is promoted under proof. Details are not public.

Formal PolicyMemory GovernanceResident AI
🛰️ Sensitive · Under Research
COSMOS
Neural OS · Formal Verification

An operating system where policy is enforced by a neural substrate, not a rule file. Built on formally-verified isolation primitives. Architectural details withheld pending publication.

Formal VerificationNeural PolicyRust
🔒 Sensitive · Under Research
Separation Kernel Research
Formal Methods · Machine-Checked Proofs

Research into formally-verified kernel architectures with machine-checked non-interference proofs. The theorem statements are available. Implementation details are withheld.

Formal VerificationNon-InterferenceMachine-Checked
🔬 Archived · Non-Commercial
USC Labs Origin
Origin Workspace · Early Experiments · Archived

The origin workspace from which the current architecture grew. Formal theorem proving, federated mesh infrastructure, and the first resident kernel experiments. Archived, non-commercial, foundational.

Theorem ProvingFederated MeshResident KernelArchived

Proprietary Research · Whitepaper Available

Separation Kernel Research

The formal foundation that makes everything above it trustworthy. Details are withheld pending publication.

Machine-checked isolation across every software boundary

A formally-verified separation kernel architecture where every subject is isolated by hardware-enforced memory domains. The governance layer, the resident inference engine, and the SECKAN evolution runtime each run as provably-isolated subjects — no informal path exists from inference to kernel memory.

The proof corpus covers subject isolation, capability delegation chains, interrupt routing, and memory-domain non-interference. The theorem statements are available on request. Implementation details are withheld.

Request Whitepaper Theorem Statements
Ring −1 · Hardware
Hardware virtualisation · memory isolation
Ring 0 · Separation kernel
Formally-verified microkernel
Subject A · Isolated
🌐 Neural governance layer
Subject B · Isolated
🧠 Resident inference engine
Subject C · Isolated
🧬 SECKAN — evolution runtime
∀ subjects A B. A ≠ B → NonInterference(A, B)
∀ cap c. delegated(c) → within_domain(c)
Machine-checked · details withheld

COSMOS · Sensitive · Under Research

A Desktop OS Governed by Vero

An operating system where policy is expressed in Vero — and incoherence cannot compile into the kernel.

The AI built for COSMOS comes from Vero and SECKAN

COSMOS is an operating system where the governance layer is not a rule file — it is a living SECKAN genome declared in Vero. Policy cannot contradict itself. The kernel observes, adapts, and enforces coherence at every boundary. Architectural details are withheld.

  • Governance layer declared entirely in Vero — not Ada, not C
  • SECKAN neuroevolution running as an isolated kernel subject
  • Coherence violations are kernel faults, not log entries
  • Every policy decision is formally auditable by construction
  • Memory promotion requires proof — no informal escalation path
Request Overview
COSMOS · governance attested · kernel nominal
🧠
📁
⚙️
🔬
🛰️
SECKAN genome · epoch 142 · wgpu compute
governance layer · attestation log
[ OK ] kernel subject isolation verified
[ OK ] Vero coherence proof checked
[ ] SECKAN epoch 142 → policy update
[ OK ] memory domain non-interference holds
[ ] inference intent → kernel gate
[ OK ] intent verified · executing
[ !! ] genome: +1 node, +2 edges grown
[ OK ] genome checkpoint committed

Design

Unified Architecture

Every layer answers to the layer below it. No worker is a truth authority.

L0🔒 Formal KernelFormally-verified separation kernel. Machine-checked non-interference proofs. Hardware-enforced memory domains. Immutable law.
L1🌐 GovernanceDistributed attestation layer — boot proofs, state commitment, capability delegation, all machine-verified before a subject starts.
L2🧠 Resident CoreLocal inference engine running as an isolated kernel subject. No cloud dependency. No informal path to kernel memory.
L3⏱ Temporal GroundAll agent reasoning is temporally bounded. No claim survives outside the agent's verified observation window.
L4🗄 Memory SpineFour-tier memory architecture: kernel, working, episodic, semantic. Promotion requires a verifier gate and kernel signature.
L5🧬 Neural EvolutionSECKAN neuroevolution runtime. Genomes declared in Vero, evolved on GPU compute. Coherence is a kernel invariant.
L6🛰 Desktop SurfaceCOSMOS desktop environment declared in Vero. Neural policy engine replaces ACL middleware. Incoherence is a kernel fault.

Progress

SECKAN Roadmap

M3 complete. Population search live. Genomes evolve, speciate, and crossbreed across generations.

Done
M1
Core Neural Runtime (CPU)
First working neuroevolution runtime on CPU. Spiking neuron integration, plasticity learning, checkpoint format, CLI.
Done
M2
Spatial Initialisation
Geometry-aware weight initialisation using spatial encoding networks. Checkpoint format extended.
Done
M3
Full Neuroevolution
Complete structural evolution: speciation, crossover, fitness sharing, stagnation culling, elite preservation.
Done
M4
Vero Language (Production)
genome and rule blocks enforced at compile time. Dissonance is a type error. Evolved topology preserved in checkpoint.
Done
M5
GPU Backend
GPU compute shaders for neural integration and plasticity. Full pipeline wired to CLI. Test suite passing.
Next
M6
Distributed Evolution
Multi-agent genome exchange via spike-packet message passing. Island-model neuroevolution across isolated subjects.
Planned
M7
Vero Runtime Enforcement
Coherence violations as kernel faults, not log entries. The full genome lifecycle governed by Vero at runtime.
Planned
M8
Publication
Vero language specification. SECKAN architecture paper. Benchmark study. arXiv preprint.

Language · Foundations

The Four Primitives

Every Vero expression is measured against all four. Violate any one and the compiler refuses.

Truth

Every claim is provable or unprovable. Unverified assertions are not assertions — they are noise. The compiler will not pretend otherwise.

truth: provable | unprovable
Harmony

A system that contradicts itself will not compile. Compassion is defined as harmony — care is structural, not decorative, not optional.

harmony: coherent | dissonant
τ
Time

All knowledge is temporally bounded. No agent can claim what it has not observed within its verified window. Time is a proof obligation, not an assumption.

time: now | epoch | sequence
P
Place

Every weight and rule is bound to a substrate. Context is declared, not ambient. A genome without a declared place has no identity.

place: substrate.current

Technology

Full Stack

Every tool chosen because it earns its place — correctness over convenience.

Languages
VeroRust 2024VerusWGSL
Neural Architectures
SNN / LIFKANNEATCPPN / GNCA
GPU / Compute
GPU ComputeVulkanWGSL Shaders
Formal Methods
Separation KernelNon-Interference ProofsCapability SystemsSMT SolversTheorem Proving
Infrastructure
Rust WorkspaceLinuxsystemdTelemetry

Contact

Get in Touch

For research inquiries, whitepaper requests, or collaboration — reach out directly.

Enquiries
What to include
helps me respond faster
· Which project or whitepaper you are requesting
· Your affiliation or context (academic / industry)
· Research collaboration, licensing, or advisory
// note   Most projects are under active research and not publicly released. Whitepapers and technical specifications are available under NDA for qualified academic and industry partners. The Vero language specification is the only component currently open. All other enquiries are handled personally.