Defendable AI Intelligence

We validate every training pair with independent base models, title it with an immutable deed, and anchor proof to blockchain. Private bare-metal. Full-service. We back our work.

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The Problem

AI training data is broken.

Nobody can prove what's in their datasets. No provenance. No quality proof. No chain of custody. No defense. When a regulator asks "prove your model was trained on clean data" — most companies can't answer.
That's not a dataset. That's a liability.
Anyone can sell rows. We sell defendable inventory.
Who validates the validator?
"Your scores are wrong." Run the scoring function yourself. Deterministic.
"Your data was tampered." Recompute the Merkle tree. Immutable.
"Your timestamp is fake." Hedera aBFT consensus. Public. Permanent.
What We Do

Full-service defendable data.

Not a tool. Not a dashboard. We operate the entire lifecycle on our own hardware.

1
Dataset Curation
Dual independent 9B base-model judges. Zero shared bias. Score-only. No fine-tunes ever touch the chain.
2
Title Deeds
Every pair gets a deed: block ID, score, judge reasoning, tier, seal date. The deed is the insurance policy.
3
Chain Anchoring
SHA256 Merkle roots anchored to Hedera HCS. Immutable. Publicly verifiable.
4
Custom Model Building
LLMs trained exclusively on Royal Jelly data from your domain.
5
Ongoing Management
We deploy and manage your models on our hardware. Ongoing relationship, not a file drop.
Royal Jelly
≥ 0.75
Verified. Production-ready. Full deed. This ships.
Honey
0.50–0.74
Usable. Improvable. Never discarded.
Propolis
< 0.50
Intelligence. Reveals issues before production.
The Process

Modeled on commercial real estate closing.

Client approval at every gate. Nothing moves without sign-off.

# Document When Client Sees
1 Hardware Profile Before anything GPUs, VRAM, power
2 Flight Sheet Before job Model assignments, costs, settings frozen
3 Calibration Report Before pricing 50-pair test with scores and tier split
4 Proof of Job Before launch Projected cost, timeline, deliverables
5 Epoch Progress During job Gate reports at 25/50/75/100% — emailed
6 Closing Statement After job Variance: estimated vs. delivered
7 Hedera Anchor After close SHA256 Merkle root — permanent, public
SwarmOS manages the lifecycle. SwarmChain runs validation. Glass Wall: you see everything.
The Proof

Every block carries five proofs.

Without them it's a JSONL file. With them it's a defendable asset.

01
Origin
Model, node, hardware, strategy
02
Quality
Deterministic score, not opinion
03
Process
Full lineage: tried, failed, survived
04
Economics
Energy cost, cost-per-deed trend
05
Trust
Hedera HCS anchor, Merkle root
SAMPLE DEED
BLOCKSB-2026-0317-00847
SCORE0.91 — ROYAL JELLY
JUDGE AGemma-2-12B (0.89)  •  JUDGE BQwen-2.5-9B (0.93)
DOMAINCommercial Real Estate
SEALED2026-03-17 14:22:08 UTC
MERKLEa3f8c1d9e4b7...62f0
ANCHORVERIFY ON HEDERA →
Infrastructure

Private. Bare metal.

128
RTX PRO 6000 (96 GB)
12,288 GB
Total VRAM
$0.005
Cost / Deed
90
Verdicts / min / GPU
Base models only. No fine-tunes. No LoRA. No merged weights. If modified from published state, excluded.
Your data never leaves hardware we physically control. No cloud. No shared instances. Full confidentiality.
Arch: Blackwell • GDDR7
Who We Are
Donovan Mackey
"In commercial real estate, every deal has a title search, an inspection, and a closing statement. The buyer knows exactly what they're getting. AI training data should work the same way."
PROOF POINT: ATLAS
312-unit multifamily in Memphis. Real underwriting. Same validation chain.
12/12 MATH VERIFIED. CORRECT KILL DECISION.
Licensed FL Brokerage
D-U-N-S: 138652395
Caballerz Network LLC
Hedera Mainnet
128 GPUs on-site
[email protected]
GitHub
Book a Tour

Pricing starts with a conversation.

Free 50-pair calibration on your data. No commitment.

Calibration report within 48 hours. No commitment.