A scientific question
An unvalidated neutrino-anomaly research track preserved with alternatives, falsification conditions and version history.
spArk HAT · Spark Hub
From one spark to safer work with AI.
We began with a question about neutrinos. From the ocean we took layers; from ants, traces. Now we are building a process that asks how AI knows what it claims before an answer is granted authority.
Double-click anywhere in free space
public records
versioned records
visible corrections
human decision
Four elements of one journey
Spark, research, audit and architecture.
Spark Hub preserves the full trail: an idea, a possible error, its correction and tools designed to help others use AI creativity without hiding uncertainty.
A process audit
A question about whether agreement among models represents independent knowledge or merely a shared inherited narrative.
An engineering response
A local runtime that separates model output, sources, tools, contradictions, memory and human approval.
A public trail
One place for code, records, visuals, corrections and an invitation to independent criticism.
Four principal projects
One responsibility.
AIOA builds verifiable, human-gated AI workflows. LSC preserves a falsifiable scientific record. Aureon-1 develops its Radar / MRAD line. EagleEYE D'Arc-Framework adds a private OSINT, CTI and cyber-investigation platform with restricted source access.
Active · boundedAI safety · verified memory
AIOA
AIOA / AOIA-Core now connects Memory Patch and CockroachDB work with NZ / Non Zero: model proposals stay separate from canonical evidence, personal memory, critique and human authority.
Memory PatchDurable evidence, Knowledge HATs, review and audit state — with fail-closed release.
NZ directionDeterministic runtime boundaries around a probabilistic model.
Phase 1 · frozenNeutrino research · validation
LSC
The expanded LSC area now separates the frozen LSC 6.5.0.0 / Codex of Light milestone from the Validation Kernel that supports traceability and reproducibility.
Model milestoneLSC 6.5.0.0 is public, frozen and open to criticism — not automatic belief.
InfrastructureThe Validation Kernel is a support layer, not the model itself.
Aureon-1 · MRAD
Project line · emerging record
Radar / MRAD · standalone project
Aureon-1
Aureon-1 Radar / MRAD is introduced as a distinct Spark Hub project line. Its public materials are being organized into a clearer standalone record.
Public recordA supplied Zenodo address is presented as a candidate until final project mapping is confirmed.
RepositoryGitHub link pending confirmation.
Private · restricted accessOSINT · CTI · authorized validation
EagleEYE D'Arc
A private, local-first investigation platform connecting passive intelligence, evidence provenance, analyst cases and a staged roadmap toward controlled Metasploit automation.
Public hereArchitecture, roadmap, collaboration model and project overview.
Private accessRepository and code are reviewed for verified Daybreak Blue users.
New private project line
EagleEYE D'Arc-Framework
OSINT, CTI, evidence, case management and a controlled path toward authorized active validation — presented publicly without exposing the private codebase.
Biologically inspired · explicitly bounded
The ocean provides layers. Ants provide traces.
Diel Vertical Migration inspires movement between cost, risk and opportunity. Stigmergy inspires memory tags, trace reinforcement and decay. Epistemic Control keeps the metaphor from becoming evidence.
- DVM: work layers selected for risk, cost and available resources.
- Pheromone memory: traces help recover context, but repetition does not promote information to truth.
- Human authority: consequential execution remains bound to an explicit human decision.
Open verification
We do not ask for belief. We show the boundaries.
Professional presentation does not create certainty. A public site should clearly separate implementation, hypothesis, source, limitation and decision.
These are versioned project records.
- AOIA-Core publishes code and the architecture of a local runtime.
- LSC preserves a frozen research track, corrections and falsification conditions.
- Model divergence is documented as a process risk, not scientific evidence.
- EagleEYE publishes an overview while keeping its source code and private repository restricted.
Presentation does not grant certainty.
- AIOA does not guarantee truth, safety or error-free execution.
- LSC is not an independently confirmed physical discovery.
- Model agreement and system memory do not replace sources and validation.
Request for Sponsorship
Help us grow from one modest computer into a small multi-agent lab.
Much of this work is currently developed on my partner's dual-core computer with 4 GB RAM and no dedicated GPU. We are building real prototypes under tight hardware limits and looking for practical help: a small grant, used equipment, spare RAM, SSDs, mini PCs, cloud credits or API credits.
Old hardware is welcome. We can connect modest machines into an agent-assisted workspace and keep producing.
CURRENT BUILD MACHINE
Dual-core
4 GB RAM
No dedicated GPU
Constraint is real. Production continues.
Contact · collaboration · criticism
The most valuable help is a test capable of exposing an error.
We welcome neutrino researchers, statisticians, AI-safety engineers, agent builders, OSINT analysts, cybersecurity defenders and anyone interested in critical, reviewable work.
Community frequency
Milky Way Multi-Orchestra
Some projects need a lab. Others also need an orchestra. This is our lighter corner for the people, agents, sparks and improbable harmonies that keep the work moving.