BUILDING THE WORLD MODEL FOR MARKETS.
Simulation infrastructure for funds, platforms, and the next generation of autonomous finance.
RESEARCH-DRIVEN AI COMPANY
OUR MISSION
Duon Labs builds Voyons, a world model for financial markets. We simulate thousands of plausible futures, enabling planning, stress-testing, and decision-making under uncertainty. Not just prediction, but a substrate for action.
Our systems power smarter decision-making for traders, platforms, and researchers alike.
OUR TEAM
RESEARCHERS
Experts in probabilistic modeling, scaling laws, and uncertainty quantification.
ENGINEERS
Builders of GPU-optimized infrastructure, simulation kernels, and forecasting APIs.
TRADERS & STRATEGISTS
Practitioners guiding product priorities based on real market constraints and opportunities.
BUILDING THE SIMULATION LAYER
SICK BIDE
A foundational distribution modeling framework that encodes probability directly from binary representations, enabling exact, efficient, and assumption-free inference.
APOGÉE
An open research initiative exploring the scaling laws of financial predictability. We ask: how much of the future can truly be inferred from raw historical data?
VOYONS
Our world model for markets. Learned market dynamics exposed as scenario distributions via API and SDK. For funds, platforms, and agents.
GUIDING PRINCIPLES
TIME IS UNIVERSAL
Every market signal is timestamped. We treat time as the backbone of all predictive structure.
RAW DATA FIRST
We work at the lowest, unfiltered, unaggregated level to extract signal without loss.
REMOVE ALL LIMITS
We question assumptions. We push hardware. We reimagine what's possible in forecasting.
OUR VALUES
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OPEN SOURCE BY DEFAULT
We publish core technologies (SICK BIDE, Apogée, evaluation tools) and welcome community contributions.
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RESEARCH-FIRST
Our roadmap is driven by experimentation, not marketing timelines.
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USER-FOCUSED
We build tools that traders, quants, and devs actually want to use: clean, composable, fast.
JOIN US
The future of finance will be simulated before it's executed. We're building the infrastructure.