SIGNAL
RUNS DEEP.
Duon Labs builds advanced AI models that simulate chaotic markets from first principles.
Volatility meets adaptive algorithms.
First Principles
We create AI frameworks that simulate complex, real-world systems from first principles. By combining deep learning with probabilistic methods, our tools tackle chaotic, high-dimensional markets.
Where Traditional Models Fail
Our research focuses on capturing the dynamics of non-stationary systems, where traditional models fail. Using scalable architectures and ensemble simulations, we provide clarity in uncertain environments.
Open Source Commitment
We advance the field by making our foundational technologies publicly accessible. Our open-source contributions foster innovation and collaboration across the AI forecasting ecosystem. Learn more
Our Approach
Duon Labs combines cutting-edge AI research with practical applications for financial markets. Our models are designed to capture the complexity and uncertainty inherent in crypto assets.
Through continuous innovation and rigorous testing, we're building tools that provide meaningful insights in environments where traditional forecasting methods struggle.
Introducing
Ensemble Simulations for Crypto Markets
The engine behind real-time forecasting applications. Test every trade before execution.
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REAL-TIME MARKET SIMULATION
Run 10,000+ ensemble simulations per second. Analyze complex market relationships and validate strategies before execution.
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POWERS REAL-TIME APPLICATIONS
Infrastructure behind consumer forecasting apps and institutional trading systems. White-label ready.
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FLEXIBLE INTEGRATION
Production-ready integration with full integration capabilities, including a Python SDK and REST API.
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ENTERPRISE READY
Bring your own data for augmented models. Scale from usage-based pricing to dedicated infrastructure and millions of simulations.
Demo: Ensemble simulation showing risk analysis across multiple scenarios. Try it yourself at playground.duonlabs.com
Pushing the Frontier
Duon Labs is committed to open-source innovation and advanced R&D. Discover our latest research projects, tools, and frameworks that are shaping the future of AI-driven crypto forecasting.
SICK BIDE
A novel framework for assumption-free distribution modeling that unifies continuous, categorical, and ordered distributions through GPU-accelerated probabilistic computations without relying on predefined structures.
Read MoreApogée
Charting the scaling laws of crypto market forecasting. This research quantifies predictability using an information-theoretic approach to measure how future price movements can be inferred from historical data.
Read MoreProbabilistic Market Analysis
Research combining OHLC data with on-chain metrics to create multi-scenario market analysis frameworks that account for uncertainty in financial forecasting, enabling robust risk management for crypto market participants.
Read MoreWork With Us
Partner with Duon Labs to bring advanced AI forecasting to your platform, or join our team to help shape the future of crypto market intelligence.