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01 DUON LABS

Decision-grade market intelligence.

We build Voyons, a world model for markets. Simulate thousands of plausible futures before every decision.

Live
4K+ scenarios

Intel Feed

regime probability distributions

Deployed: CoinStats logo · 1M+ users
Hyperliquid logo · on-chain vault
02 ABOUT

The Simulation Layer

Duon Labs builds Voyons, a world model for financial markets. Instead of point predictions, we simulate thousands of plausible futures.

From research vaults to institutional APIs, our simulation infrastructure powers live deployments — including autonomous agents where traditional forecasting falls short.

Research-driven. Transparent. Live.

Voyons

World model for markets. Learns market dynamics and generates scenario distributions, not point forecasts. API and SDK for funds, platforms, and agents.

CoinStats logo

CoinStats

Scores tracked by 1M+ users worldwide

Hyperliquid logo

Hyperextropy Vault

Scenario-driven allocation on-chain

Prophetica logo

Prophetica

1000+ daily forecasts for the top crypto assets

Voyons 03 VOYONS

Embed the World Model

A learned market simulator exposing scenario distributions, regime dynamics, and risk surfaces.

  • Scenario Trees

    Generates thousands of plausible futures per query. Quantify tail risks before execution.

  • Learned Dynamics

    Learns directly from market data. Adapts to regime shifts and tail events.

  • Production-Ready

    REST API and Python SDK. Hyperextropy and CoinStats run on Voyons.

Portfolio Stress Test

Demo: Scenario simulation showing risk analysis across multiple scenarios. Try it yourself at playground.duonlabs.com

04 RESEARCH

Pushing the Frontier

SICK BIDE

Assumption-free distribution modeling via GPU-accelerated probabilistic computations.

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Apogée

Scaling laws of crypto market forecasting via information-theoretic analysis.

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Probabilistic Analysis

Multi-scenario market analysis frameworks for uncertainty quantification.

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05 CONTACT

Work With Us

Integrate world model infrastructure into your platform, fund, or agentic finance stack.