MMV · Clearwater, Florida

Talk to us.

Every one of us builds. The people who invented the math are the same people who write the code, train the AI, and answer your email. The industry said private AI this small couldn't be done — we're the team doing it anyway.

We're looking for a few partnerships and the right clients. We build AI that lives inside your company and learns how you work — and your data never leaves your walls. Come see what it does on your own files.

Email goes to a real person. A founder calls you back.

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The team

Five people in Clearwater who build.

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.

LinkedIn ↗MMV on YouTube ↗Press ↗

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.

GitHub ↗Hugging Face ↗YouTube ↗Substack ↗

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

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.

LinkedIn ↗noahscott.org ↗

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.

LinkedIn ↗

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

What we believe

Most AI sends your data to someone else's cloud. We think that's backwards.

AI should be private by default — it stays inside your walls. It should be custom to the people who use it. And it should be small enough to fit in your pocket.

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