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

Sean Jones
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
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
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
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
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.


