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 multi-scenario 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.


Frontier AI Forecasting for Crypto Markets
Built for traders, institutions, and innovators.
-
01
MULTI-VARIATE ANALYSIS
Integrates OHLC data with blockchain analytics for comprehensive signal generation across market regimes.
-
02
SCALABLE MODEL FAMILY
From nano to large, our models scale to different use cases, balancing computational efficiency with predictive power.
-
03
FLEXIBLE INTEGRATION
Python SDK and RESTful API options for seamless integration with existing systems and custom workflows.
-
04
BRING YOUR OWN DATA OR MODALITIES
Supports custom datasets and proprietary signals for enhanced model performance tailored to your strategy.
Demo: AI-powered portfolio optimization showing risk-adjusted allocation across multiple assets. Try more in our Playground.

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.