Building the probability layer for finance.
Simulation infrastructure for funds, platforms, and the next generation of autonomous agents.
Research-Driven AI Company
Our Mission
Duon Labs builds Voyons, a learned market simulator. We generate thousands of calibrated scenario distributions, enabling planning and decision-making under uncertainty.
Our systems power smarter decision-making for traders, platforms, and autonomous agents.
Our Team
Researchers
Probabilistic modeling, scaling laws, uncertainty quantification.
Engineers
GPU infrastructure, simulation kernels, forecasting APIs.
Traders
Real market constraints and opportunities.
Building the Probability Layer
SICK BIDE
Distribution modeling via binary representations. Exact, assumption-free inference.
Learn More →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
Autonomous finance starts with simulation. The future will be modeled before it's executed.