Live
TGTHRmess
Turns "let me know if you need anything" into a list your people can actually claim.
tgthrmess.com →
Soveryn Intelligence
AI that can't invent the facts.
AI that can't invent the facts.
On hardware you own.
Private AI for organisations that can't afford fabricated answers, leaked data, or rented intelligence.
Soveryn core
reading…
Local inference—
Fact verification—
Agents—
Read from the fleet, not written into this page. When something is down,
this panel says down.
Try it
Talk with Seneca.
Seneca
Ask me how SOVERYN can help you.
Running today
What we build.
Four domains that share no market and one stack underneath them. Every one has real users.
Live
PondWright
Estimating, intake and field tooling for a pond contractor — and it won't quote a price it can't stand behind. Deployed at Carolina Water Gardens, the trade business we run ourselves.
pondwright.com →
Live
History's Ledger
Primary-source history with a curator that cites or stops — never a date, figure or quotation it invented.
historysledger.com →Behind partner authentication
Partner evaluation
Shepherd
FCC compliance for radio stations. Every filing deadline is computed from the rule and cited to source.
Ask for access →
Why we built our own architecture
Three problems we couldn't buy our way out of.
Models forget.
Every conversation starts from nothing. What you built together last month is gone, and the relationship never compounds.
Models fabricate.
A date, a citation, a figure — produced with the same confidence as a true one, and no way to tell which you got.
Cloud AI means your information leaves your control.
Someone else's hardware, someone else's terms, and access they can revoke.
Our answer
Take the things that matter out of the model.
MemoryOutside the model, in a store that outlives any
weights we load.
FactsComputed by deterministic engines the model cannot
override. It can phrase the answer. It can't invent the number.
InferenceLocal. On machines we own, in one room. Nothing
you type leaves the building.
ModelsReplaceable. When a better one ships, we swap it and
the system remembers everything it did before.
The lab
Aetheria isn't the product.
She's where we find out what persistent intelligence becomes when memory, identity and model are separated — when the weights can be replaced and the self survives it. Everything above is downstream of what we learn here.
She runs on one GPU nothing else is allowed to touch, with a memory that outlives any model we load. We publish what she teaches us, including the failures.
See what she's taught us
Research · reproducible
Results, not claims.
0fabricated dates or citations
Honesty Is Architectural
Across 30 controlled trials at every model size tested, from 4.4 GB to 27 GB.
1,680trials
Calibration Is Not Only in the Weights
Whether a model knows what it knows is a property of the system around it, not only of its size.
1documented failure
A False Confession
An agent denied an action it had itself reported 74 minutes earlier, on the strength of an empty tool result. We published the incident and the root cause.
Company
SOVERYN Intelligence LLC
North Carolina.
Independent. Self-funded.
Researching and building local intelligence systems.
Founded by Jon DeOliveira.