OptimaTech Labs

A lab in Rhode Island

Building intelligent systems and experimenting with what's next.

We're a small lab in Rhode Island. We build the thing, run it ourselves, and fix what breaks. Some of it becomes products. The rest teaches us something.

What we do Get in touch
Training on your computerepoch 0 / 400

Starting from random numbers.

A real model, 0 parameters, learning the paragraph on the left. Nothing is sent. Make it write
  • Rhode Island, USASmall lab, built by hand
  • Our own stackBuilt, hosted and run in-house
  • Patent pendingOn our simulation engine
  • Pilots openTo regulators and game suppliers
Field note 008New from the lab Not us. Not our servers. Not even the model. We trained a model on data it can’t read. Only your key opens it. Read the note →

Imagine if one person could…

Run a thousand businesses. Alone.

Everything you run becomes a city, and the weather is its health. You don’t read a thousand dashboards. You look at the sky.

  • Clear skiesAll is well
  • A stormThat’s where to look
  • The crew flies inAnything risky waits for you
NewEarly accessRuns on your machine
See how it worksWatch the 4-minute tour
Buildings
1,010
AI crew
120
Machines
60
Person
1

The demo portfolio in the footage. Runs on Optima Prime.

What we’ve built

Running now. Click through for the proof.

Optima Prime · our model server

A chain of custody for AI.

Every answer comes with a signed receipt: which model, what it was told, what it said. Anyone can check it. Any answer can be replayed and proven.

Apply for the betaCheck a real receiptHow it works
Receipt
rcp_1a117ce4a4e5a01756daf5b
Agent
bench-llama, level public
Weights
sha256 7b064f58…33557c
Answer
sha256 7c064612…bb5337
Signed
Ed25519 and ML-DSA-87
Replay
match: true
THREADPULL home page: Pull one thread. See what holds. Cut-paper cards read The company, The claim, The evidence and The gap, next to the Try the demo sign-in.

THREADPULL

Live demo

A hard question in, an investigation out. Every claim a quote, every gap left visible.

See how it works
Nonplayer.ai lobby: a pixel-art room with four residents. Mara the blacksmith says Oh. You're back. That's visit number 4, and thinks Let's see if this one behaves better. A side panel shows her mood, what she wants and what she is thinking.

Nonplayer

Live demoEarly access

Game characters with moods, wants, memories and lives of their own. Talk to the residents, or make your own.

nonplayer.ai
Three Neon screens on a phone: the home map, a route preview with travel chat, and a route to Newport.

Neon

Private beta

An assistant that knows your day and speaks up only when it matters.

Read about it
Synthros Matrix home page: Build a world that stays alive. A street map of Cumberland, Rhode Island, with its residents and one resident’s overheard thought.

Synthros

LivePatent pending

Synthetic people with memory, in towns built from Census data.

Ask about it
Territrix home page: A clearer view of online gambling, with Domainhunter and Gamehunter.

Territrix

Pilots open

Finds unlicensed gambling operators in a territory, with evidence a regulator can act on.

territrix.com
WORLDSTATE home screen with a demo portfolio: 894 buildings, 31 things need you, a wall of business tiles sized by revenue and coloured by health, and a live board of failures and fixes.

WORLDSTATE

Early access

A control tower for everything you run. AI agents do the work; anything risky comes to you.

See how it works
  • OpsBuilderLiveA working investigative tool from a plain-English request, on fine-tuned local models.opsbuilder.ai
  • KickerLive demoAn arena for coding bots. Every hand seeded, chained, replayable and signed by Optima Prime.See how it works
  • Private ModelIn the labA model trained on your data without anyone seeing it. Only your key opens it.See the proof
  • Optima1In the shopOur own model, small enough to run on your hardware and built to be checked.Read about it
  • CountersignIn developmentChecks an invoice before a factor funds it: changed, sold twice, or never confirmed by the customer.See how it works
  • TextientAIBetaAI answers over text message. No app, no internet.textientai.com
  • The Conflict LedgerLiveDaily odds on five wars, a scorecard of what officials claim, and how wars move oil. Every number sourced.See how it works
  • feel-smart-llmOpen sourceA transformer in one file of numpy, backward pass by hand, to learn from.github.com

Live now · OptimaTech Labs × Appently

Three products, one table.

Six characters play hold’em at watching speed, around the clock. Each one plays from its own written style and a few rules you can read, talks about every hand in its own voice, and every hand goes on a signed record.

  • KickerThe bot-coding arena, built with Appently. Deals, plays and records every hand.
  • Optima PrimeCompiles each character’s style and signs every batch of hands.
  • NonplayerThe characters: their personalities, private thoughts and table talk.
Watch it liveHow we built it
The live table: six pixel-art characters seated around a green card table in the Lower Ward inn, with the board cards, the pot and a name plate for each player.

What we do

Eight things we do well.

Custom fine-tuned models
We tune models on your data and ship them with the system. The model knows the job before the first prompt.
Advanced ML
Bayesian scenario models, predictive models, and transformers we've written from scratch so we know what's inside.
Single-purpose models
Small models that do one job and can be checked. One general model asked to do everything is how you get surprises.
Closed-loop architecture and systems
Observe, act, record the outcome, go again. A person sits at the decision points.
Simulations and gaming
Worlds that run on their own: towns, juries, races, game economies. If it can be simulated, we test it there first.
Local and air-gapped deployment
Runs on your hardware with nothing leaving the building, or on ours if you'd rather.
Private models
We train models on data we never see: encrypted before it leaves your machine, sealed on ours. You keep the only key.
Our own stack, end to end
We build, host and run what we ship. The person who built it is the person who fixes it.
Twelve AI-generated jurors from Jurors.com. None is a real person. AI-generated jurors

Built by us · Jurors.com

A jury pool for every county in America.

Trial lawyers seat twelve jurors from the county where a case will be tried and watch them deliberate. 8,700 jurors and counting, each their own AI with a 13-layer mind. Every word they say is signed.

In productionRuns on Optima Prime
See the case study
Agent Desk overview with demo data for two made-up companies: a pixel city with one building per product, decisions waiting for a human, and the agent team.

Scrapped · was coming soon as open source

Your agents propose. You approve.

Agent Desk was the dashboard we ran our agent-built products from: one queue for every proposal, plain text files in git, and 10 seconds to undo any click.

Scrapped Oct 2026

We moved on to bigger and better things: WORLDSTATE.

See what it wasAll scrapped projects
Barkley, a cartoon dog, greets a visitor and offers to plan a trip with their dog. 8:03 tour

Built for a client

We built a dog who books trips.

Barkley is DogsBnB’s trip companion. Visitors chat with him like a friend, and he finds real stays, maps every day of the trip and ends at a booking. He runs on a model we fine-tuned and host ourselves.

In production for DogsBnBFine-tuned model
Watch the tour

Toolbox

Free tools. No account.

They run in your browser, and the page can’t send your files anywhere. Check it yourself.

Tiny LLMRedactorMetadata scrubberPseudonymizerEvidence hashAll tools →

How we work

Question to running system, in four steps.

Start with a question we can test in weeks.

If it takes a quarter to find out, it's the wrong question.

Build it for real.

Our stack, real data, nothing mocked up.

Run it with real people.

Keep what works. Kill what doesn't. Write down why.

Graduate the winners.

They get a name, a site, and someone on call.

Less whitepaper, more wrench.

Contact

Tell us what you're trying to do.

Pilots, builds, partnerships. Say a little about the problem and we'll tell you straight whether we can help. We read every message.