Stealth
Disclosure Tier 0 Stealth
37.4029°N/121.9227°W
San Jose, California

Tensorfy

Numerical AI Frontier Lab

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01Summary

We are numerical.
The most market, the least competition.

Capital went where the problem was already solved. We will specialize in numbers.

Audiospeech → text1990s neural networksSolved
Visualdetection · classification2012 neural networksSolved
LanguageLLM2017 neural networks$80B+ committed in 2025 alone
Numericalinstitutional data$26T addressable still machine learningUntapped

~90%

of AI startups are wrappers. We are not.

Transformer-based neural networks, built in-house.

2,000LLM experts worldwide
28MSoftware engineers worldwide
1 in 14,000The bench is the constraint

A language model and a numerical model are not the same instrument.

ChatGPT · ClaudeTensorfy
Built forLanguageNumbers
InputTextNumerical data
OutputNon-deterministicDeterministic
Trained onThe public webInstitutional data
RunsPublic APIInside the institution

Institutional data is private and mostly numerical. It was never on the web to train on.

$5.0MPre-seed, closed
NoneInstitutional capital, by choice
$30MARR built, on revenue
20×Smaller than a MAC block · 70 TOPS/W at 7nm
8Engineering sites, 3 regions

Institutions emit numbers continuously.
There is no good way to process them.

What exists is inefficient because it is inaccurate. This is who we are.

80 ZBEnterprise data
2 PBThe entire public web
Plotter-drawn nested lattice: a dense tensor block resolving to a solid core
02Programs
INPUT VARIABLES + FURTHER VARIABLES · ALL WITHHELD DEPTH & WIDTH WITHHELD x 12 units — h⁽¹⁾ 18 units 234 params h⁽²⁾ 24 units 456 params h⁽³⁾ h⁽⁴⁾ h⁽⁵⁾ 8 units ŷ 1 unit 9 params FORWARD PASS ∂L/∂W — GRADIENT, TRAINING ONLY OUTPUT ŷ ∈ [0,1] h⁽ˡ⁾ = σ( W⁽ˡ⁾h⁽ˡ⁻¹⁾ + b⁽ˡ⁾ ) σ = 1/(1+e⁻ẑ) ŷ = σ( wᵀh⁽⁵⁾ + b ) L = −Σ y log ŷ TOPOLOGY ILLUSTRATIVE

The variables are withheld. The architecture is not the product — the representation is.

Engagements

CashewMiddle EastSecured
South KoreaAsiaIn progress
JapanAsiaIn progress
United StatesNorth AmericaIn progress
██████████—In progress
P—01Numerical intelligence — institutionsActive
P—02██████████████Sealed
03Access
90°N 90°S 0° 180°E
San Jose███ ██████████ █████ █████ ████████████████████████ ██████████

Keep in touch.

LaboratorySan Jose, California
PostureStealth
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