Built in Public

Permission to Board —
Granted.

Grab an Oar. Help Make the Sails.

Of the People. By the People. For the People.

97.1% MMLU-Pro · Single Node
23 USPTO Provisionals
83.3% Creator Pay
$5/yr Membership
Just Add Salt. How to Get the Right Answer.

Right, Fast, and Cheap.

Because the POINT is to get it RIGHT, FAST, and CHEAP. Here is the method. Here is the math. Check it yourself.

97.1% MMLU-Pro Score 68/70 · Single Node M0 · Gemma 4 12B Q4
51.4% Baseline (No Substrate) Phase 9 baseline — same model, no Plow
+45.7 pp Lift 51.4% → 97.1% · $0 paid API
14/14 Domains Green All MMLU-Pro domains cleared · Staggered Single Domain method
2.080× Cross-OS Speedup Win11 / 2.034× Ubuntu · Drekaskip receipts
6 @ 40% Simultaneous SEGs Context ceiling · screenshot-verified
316 Eblets Grown During the 68/70 run · atomic knowledge units
0 Work Lost · Storm Test 3 simultaneous infra failures · 57-receipt audit trail
The Math — Prove It Yourself
Free WITH Substrate
>
Flagship WITHOUT Substrate
Flagship WITH Substrate
=
Broke the Sound Barrier

"Check My Math: I think I Broke the Sound Barrier — By Grabthar's Hammer, what a SAVINGS!" The humor is intentional. The math is real. The +72 to +83pp lift band across 4 cloud flagships (κ 0.936) is on disk.

Note on the 2 Andon ascensions in the 68/70 run: these are NOT failures. They are the Substrate's visible self-correction events — it knew it didn't know, and it escalated rather than guessing. That is the epistemic opposite of hallucination.


Community-Threshold Event · Not a Countdown

The Next Test Fires When 1,000 of Us Show Up.

The cross-machine mesh test is community-validation-gated — not time-gated. When 1,000 signups clear, the mesh test runs. Join the list. Be part of the proof.

Checking signup count…

Join the Mesh Test

The 68/70 was single-node M0. The mesh fires next.


Permission to Board — Granted

The Bounty Wall

Public. No sign-in to browse. Each card flips to show what you'd be doing, what you'd earn, and how to declare your boarding. Checkout accepts Fiat · Marks · Barter.

Become the Boss. Your Way.

Contribute. Break Things. Get Credit.

Forge with glowing coals — Gold Refined by Fire
Code Breakers Guild · Adversarial Verification

Gold Refined by Fire

The cooperative pays its critics, not just its choir. Your job is to DISPROVE. What survives your attack becomes Immutable.

Code Breakers Guild

Adversarially attack truth claims in the Substrate. Loop 11 (ELIMINATION_VERIFICATION) of the 12-loop Plow. Your failure is what earns a claim its immutability.

⚪ UNTESTED 🟡 TESTED 🟠 FORGED 🥇 GOLD_REFINED_BY_FIRE

Highest honor: Refiner of Gold — awarded to the Code Breaker whose hardest-fought attacks FAILED. Their failure proved the claim.

  • EarnNegative-Knowledge Tokens
  • OperationalizesLoop 11
Blueprint scroll, quill pen, FILED stamp — patent contribution
PROV_23 · Patent Co-Authorship

Your Name on the I.P. You Contribute. Really.

Not a royalty deal. Not equity. Your name on the patent. Real authorship credit. Marks for your contribution. Under Pledge #2260.

PROV_23 Patent-Bag Contribution

The patent-bag grows as contributors add. You contribute — adversarial testing, edge cases, formal proofs, claim drafts, Plow blade refinements — and your name goes on the IP.

  • EarnMarks
  • CreditNamed Author
  • ProvisionalPROV_23
  • GovernancePledge #2260

This inverts the Cursor/Composer model — they absorb your improvements without attribution. We attribute.

N·O·I·D·S
Founding Chapter
Guild Chapter · Founding

NOIDs

Noble Order of Idea Developers. Geeks who work with/for Liana Banyan. "I'm a NOID" — say it with pride.

NOIDs — Noble Order of Idea Developers

Geeks who work with and for Liana Banyan. The NOID identity is a self-selecting badge — if you've ever introduced yourself by your tech stack at a party, you might be a NOID.

This is the developer community chapter of the cooperative. Claim it. Run it. Make it yours.

  • EarnMarks
  • Identity"I'm a NOID"
  • Chapter typeDeveloper Community

Selected Work

The Fleet

Ceros Technology is a Member Business within the Liana Banyan cooperative. CT eats its own cooperative cooking — every tool CT uses to build is the same tool any member uses.

3D printer, SLS printer, and desktop injection molder in an industrial workspace
HexIsle In Development

Manufacturing BackBone for the Physical Decentralized Factory

3D + SLS + Desktop Injection Molding

HexIsle · Physical Decentralized Factory

The Substrate decentralizes compute. HexIsle decentralizes manufacturing. Together they form the physical + digital decentralized factory. "Decentralized cooperative" is not a metaphor here — it is physical.

  • FDM 3D PrintingDesktop
  • SLS PrintingPowder Bed
  • Injection MoldingDesktop
  • ModelCoop Member Business
MnemosyneC Live

AI Memory Substrate

The 12-loop Plow. Eblets, Pheromone Trails, Thorax Heartbeat. 97.1% MMLU-Pro on a free local model. $0 paid API.

MnemosyneC · The Substrate

Eblets carry KNOWN / THEORIZED / ELIMINATED triads. Pheromone Trails route retrieval stigmergically. The Scrambler (A&A Formal #2259) is deterministic — no AI inside. The Thorax gates cooperative frontier access.

  • Score97.1% MMLU-Pro
  • Cost$0 paid API
  • Loops12-loop Plow
  • Eblets grown316
the2ndSecond Live

Philosophy + Economics Hub

The theoretical grounding for the cooperative economy. Help Each Other Help Ourselves.

the2ndSecond

"Help Each Other Help Ourselves" — the cooperative thesis in plain English. The theoretical foundation that the entire economic model runs on.

  • TypePhilosophy Hub
  • EconomicsCoop Model
Liana Banyan Live

Cooperative Hub · $5/yr

Main membership portal. 83.3% creator pay. 16 semi-autonomous initiatives. The cooperative that owns the rest.

Liana Banyan

Member-owned, member-run, member-benefited. The entire cooperative structure. Ceros Technology is a Member Business here.

  • Membership$5/year
  • Creator Pay83.3%
  • Fiat RailCost+20%, LB pipeline only

Intellectual Property

23 USPTO Provisional Patents

Under Cooperative Defensive Patent Pledge #2260. All claims are defensive — the IP protects the commons, not a monopoly.

Memory Substrate
6+
Eblets, Eblits, Pheromone Trails, Scrambler, Wrasse Quartermaster, Eblit Emitter
Cooperative Economics
4+
Marks system, Substitution rails, 83.3% creator pay model, Structural Bylaw architecture
Platform Infrastructure
4+
Thorax Heartbeat, Cooperative Node Frontier, Substrace Theorem, dispatch protocol
Gamification
4+
Code Breaker tier system, Negative-Knowledge Tokens, GOLD_REFINED_BY_FIRE protocol
AI Coordination
4+
12-loop Plow, Loop 10–12 extensions, CONSEQUENCE_TRACE, DEPENDENCY_PROPAGATION
Governance
Cooperative Defensive Patent Pledge #2260
Full Pledge Document →

About Ceros Technology

The Crew of One.

FounderDenken
Crewman #6
"ONE OF US."
ARNG Veteran San Antonio, TX Sole Operator AI-Amplified
N·O·I·D·S
Noble Order of Idea Developers
"I'm a NOID."

Ceros Technology is one person operating at studio scale through substrate-amplified throughput.

Every site in this fleet was built by the same founder — with AI collaborators as crew. Not outsourced. Not a team of 40. One person and the Substrate, building in public, showing the receipts.

CT is a Member Business within the Liana Banyan cooperative. CT uses the same cooperative tools it makes available to every member — volume pricing on Stripe processing, AI pools, Federation compute, Battery Dispatch fanout, legal substrate. We eat our own cooking. Every meal.

The founder does not present as executive or guru. He is Crewman #6. One of us. The boat is already underway. Grab an oar.

"Help Each Other Help Ourselves"

Lev 19:34 · Matt 5:45 · Matt 25:35

Primary: mnemosynec.ai/download/ · Try the GitHub mirror →