SIGNAL
RUNS DEEP.
Simulate thousands of market futures before every decision. AI infrastructure built from first principles, now live on-chain.
Hyperextropy in Action
Market outlook from AI scenario distributions
FROM RESEARCH TO PRODUCTION
Duon Labs builds probabilistic AI for chaotic markets. We model uncertainty, not certainty. Simulating thousands of scenarios instead of predicting single outcomes.
Our infrastructure powers live deployments: research vaults, consumer apps, institutional APIs. From open-source research (SICK BIDE, Apogée) to production systems (Voyons, Hyperextropy).
Research-driven. Transparent. Live.
GPU-accelerated simulation engine generating thousands of market scenarios per second. Continuously evaluated on live crypto markets with transparent benchmarks.
CoinStats
Scores tracked by 1M+ users worldwide
Hyperextropy Vault
Scenario-driven allocation on-chain
Prophetica
1000+ daily forecasts for the top crypto assets
B2B INFRASTRUCTURE
MARKET SIMULATIONS
AS A SERVICE
Scenario-based forecasting for high-variance environments. From pre-trade validation to live APIs. Where traditional models fail to adapt.
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Scenario Distributions, Not Point Forecasts
Generates thousands of plausible futures per query. Stress-test trades before execution. Quantify tail risks. No parametric assumptions.
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Multi-Modal Data Fusion
Integrate OHLCV, on-chain metrics, order flow, proprietary signals. Learns joint dynamics without manual feature engineering.
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Production-Ready Infrastructure
REST API and Python SDK. From hedge funds to consumer apps. Hyperextropy and CoinStats run on Voyons.
Demo: Scenario 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.