MMV · Clearwater, Florida

AI that'syours.

Your data. Your tech. All local. All private.

AI that lives inside your firm. It reads your files where they live and answers with citations — and nothing ever leaves the building.

The problem

Today's AI asks you to give up the one thing you can't.

To use the smartest models on earth, your most sensitive data has to leave your building, and you rent intelligence that forgets the moment you teach it something new.

It forgets.

Frozen at training. Teach it something new and it has to be rebuilt from scratch.

It leaks.

Your data has to leave your walls and live on a server you don’t own.

It’s bloated.

A data-center-sized model behind a meter that never stops running.

For a law firm, a financial firm, a family office, anyone whose data is the business, that's a non-starter.

The AI industry forgot the fundamentals it was built on.

We answered it differently. AI should be private by default, custom to the people who use it, and accountable — every answer comes with a citation you can trace.

We will know more tomorrow. That's why we do this.

Where it starts

Tell us what's happening. We'll tell you whether an audit fits.

A founder reads every request and replies with the right next step: an audit, a scoped pilot, or an honest no.

Fixed fee · Founder-reviewed
How it works

We build a private pipeline for your information.

We deploy a private model that turns it all into one system your team can simply ask: every answer with a citation back to the source, built and run by the founders, inside your walls. Nothing leaves.

Input
Your data
Scattered & silent
MENTI · custom AI, done for you
We organize it
One living system
Output
Your people
Ask anything, get answers
VIVERE · deep tech
Continuous learning on compressed vectors.
We compress your data into vectors and never stop learning from them: the system gets sharper the more you use it, without forgetting what it knew. Because the memory is inspectable, it's auditable, not a black box. The engine the rest is built on. Patented, licensed to partners.
MORI · long-term goal · in development
One day, all of this: private, on every device.
Where we're headed: your own AI running entirely on your phone, your hardware, your robot in the field. No cloud, ever.

Whichever fits you, the terms are the same: it runs inside your walls, your data never leaves, pilots are refundable, the founders deploy it themselves, and we publish the results.

Meet the team.

Tony Tello, Founder & CEO

Tony Tello

Founder & CEO
Published author · Library of Congress

Believes engineering starts with math and physics. He went after AI’s memory problem first, alongside some of the greatest minds in geometric math, and is co-inventor on the patented work. Author of The Arrogant Mirror: Words of a Fool.

Richard Aragon, Lead Researcher

Richard Aragon

Lead Researcher
iTunes development at Apple

The geometry breakthrough is mostly his: Vive Tech and MACSL are his algorithms, and he publishes the math in public.

Sean Jones, CTO

Sean Jones

CTO
ex-Anthropic red team

Took frontier AI apart on Anthropic’s red team. Now he builds the systems that hold: production deployments, small-model training, research turned into shippable product.

Noah Scott, VP of Strategy & Chief of Staff

Noah Scott

VP of Strategy & Chief of Staff
Ships his own software

An engineer in his own right, with the business instincts to match. Strategy, brand identity, and the day-to-day of the company run through Noah.

Ryan Wilcox, COO / Seed Investor

Ryan Wilcox

COO / Seed Investor
First capital in

Entrepreneur and angel investor across multiple ventures. He runs legal, contracts, and negotiations, and believed early enough to put his own capital in first.

Email goes to a real person. A founder answers: tony@mmvfirm.com

The record behind MMV

NVIDIA Inception
Accepted member
AWS Startups
Accepted member
Apple
Richard Aragon · iTunes, iPod
Anthropic
Sean Jones · Red Team
Intel
Richard Aragon · Researcher
IBM
Richard Aragon · Researcher
Purdue
Noah Scott · Fundraising
The Nash Keys
Tony Tello · Founder
The Wall Street Journal
Tony Tello · Featured
NVIDIA Inception
Accepted member
AWS Startups
Accepted member
Apple
Richard Aragon · iTunes, iPod
Anthropic
Sean Jones · Red Team
Intel
Richard Aragon · Researcher
IBM
Richard Aragon · Researcher
Purdue
Noah Scott · Fundraising
The Nash Keys
Tony Tello · Founder
The Wall Street Journal
Tony Tello · Featured
NVIDIA Inception
Accepted member
AWS Startups
Accepted member
Apple
Richard Aragon · iTunes, iPod
Anthropic
Sean Jones · Red Team
Intel
Richard Aragon · Researcher
IBM
Richard Aragon · Researcher
Purdue
Noah Scott · Fundraising
The Nash Keys
Tony Tello · Founder
The Wall Street Journal
Tony Tello · Featured
NVIDIA Inception
Accepted member
AWS Startups
Accepted member
Apple
Richard Aragon · iTunes, iPod
Anthropic
Sean Jones · Red Team
Intel
Richard Aragon · Researcher
IBM
Richard Aragon · Researcher
Purdue
Noah Scott · Fundraising
The Nash Keys
Tony Tello · Founder
The Wall Street Journal
Tony Tello · Featured

Open session

An hour of AI,
no pitch.

Every Wednesday we run a free session at The Nash Keys in downtown Clearwater. Half an hour of cocktails and food, then a short talk and open questions — bring the one your vendor couldn’t answer.

You do not have to buy anything to come and argue with us.

WHEN
Wednesdays · 5:00–6:00 PM
WHERE
The Nash Keys · VIP balcony
ADDRESS
520 Cleveland St, Clearwater FL
COST
Free · seats limited to 30
See the dates

Private intelligence,
built for you.

It starts with an audit: a fixed-fee, founder-reviewed map of where AI actually fits your firm, and a 90-day plan to get there.