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Knowledge as a Service · 2026

The World's Most Important Decisions Deserve Better Models.

Decision intelligence for a world in motion.
We map the geometry of what's coming — before anyone else sees the shift.

See the Vision Read the Thesis
Live Global Risk Surface
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Geopolitical Risk Forecasting
Disease Modeling
Probabilistic Decision Intelligence
Financial Alpha Generation
Atmospheric Dynamics
World Modeling Infrastructure
Fraud Detection
Climate Projections
Geopolitical Risk Forecasting
Disease Modeling
Probabilistic Decision Intelligence
Financial Alpha Generation
Atmospheric Dynamics
World Modeling Infrastructure
Fraud Detection
Climate Projections
The Problem
$50+
Trillion.

The estimated cost of catastrophic model failures over the last 20 years. The world's hardest problems get the world's worst models — consequences measured in lives and trillions.

Every crisis in living memory was preceded by a model that confidently described a world that no longer existed. Central banks. Supply chains. Health organizations. Intelligence agencies. Same failure. Different font.
Point Estimates
Single numbers miss the full distribution of outcomes.
Static Models
Can't adapt when the world shifts.
Poor Underlying Assumptions
Wrong assumptions lead to catastrophic failures.
Black Box Modeling
No way to see why or how decisions are made.
The Geometric Engine

Risk isn't
a number.
It's a shape.

Every crisis leaves a geometric fingerprint before it becomes a headline. We are learning to read the curvature of probability space -- weeks before the rest of the world sees it coming.

Probability
Manifold P(t,x)

∂²ψ/∂x² = κ·ψ
RiskSignalTime
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World Modeling Infrastructure

The future is
already written
in geometry.

The Team

Built by the people
who should be
building this.

Two mathematicians. A track record across governments, financial markets, and the laws of physics itself.

Aryan Ranjan
CEO / Co-Founder
Aryan Ranjan
Oxford MSc in Mathematics
Economics & Math-Stats BA from Columbia University
Former Quant Structurer at Citi and Data Ops at Federal Reserve Board
TEDx Speaker and Nationally Ranked US Debater
Tushar Nagar
CTO / Co-Founder
Tushar Nagar
Oxford MSc in Mathematics
Former AI architect for the Australian Government
Published astrophysics researcher (800+ citations)
RA at Oxford Computational Political Science Group
In stealth. But building.

Join us.Join us.

We're not ready to say everything yet. But if you believe the world's hardest problems deserve better models — we should talk.

Get in Touch