Our Mission
The AI industry built up — bigger models, more data, more compute. We went back to the foundation and rebuilt from the math.
The wrong thing got optimized.
AI took a specific path sixty years ago. Scale what works. It scaled — but it created an industry where knowledge is trapped inside massive datasets, models forget what they've learned, and infrastructure only works on someone else's cloud. We think the wrong thing got optimized.
Intelligence is geometric.
The relationships inside data — the structure, the shape of what matters — can be captured, compressed, and moved without the data itself. This isn't a new idea. It's the idea the field walked past on the way to bigger GPUs.
The stack.
VIVERE captures the geometric structure of any dataset into a set of Knowledge Cards. MENTI is our model family — designed to learn from compressed knowledge continuously without forgetting. MORI is what it looks like when this reaches people — a personal AI that lives on your device, built on knowledge that belongs to you.
Every layer is ours.
The compression engine is patented. The model architecture is patented. Nothing is rented. Nothing depends on a third party. Two patents. Three products. One stack.
The people behind MMV
Tonatiuh Tello
Founder
Tonatiuh Tello
Tony founded MMV on a conviction: the AI industry optimized the wrong layer. He assembled a team of researchers and engineers, filed two patents on the foundational math, and built a company that owns every layer of its stack — from compression to models to product.
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