Duon Labs Logo
01 DUON LABS

The probability layer
for finance.

Voyons simulates thousands of plausible futures for financial markets. Calibrated scenario distributions via API for funds, platforms, and autonomous agents.

Live
4K+ scenarios

Intel Feed

regime probability distributions

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

Not predictions. Distributions.

Markets move in distributions, not point predictions. Duon Labs builds Voyons, a learned market simulator that generates thousands of calibrated scenario distributions per query.

No assumptions. No hand-crafted rules. Voyons learns directly from raw market data, adapts to regime shifts, and exposes probability surfaces that funds, platforms, and autonomous agents build on.

Research-driven. Transparent. Continuously improving.

Voyons

The probability layer for markets. Learns dynamics from raw data and generates calibrated scenario distributions, not point forecasts. API, SDK, and x402 pay-per-request for agents.

CoinStats logo

CoinStats

1M+ weekly scenario views via CoinStats

Hyperliquid logo

Hyperextropy Vault

Scenario-driven allocation on-chain

Prophetica logo

Prophetica

1000+ daily forecasts for the top crypto assets

Voyons 03 VOYONS

Scenario distributions via API

Probability primitives for any stack. Regime dynamics, tail risk quantification, and calibrated scenario trees delivered as composable infrastructure.

  • 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.

Read More →

Apogée

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

Read More →

Probabilistic Analysis

Multi-scenario market analysis frameworks for uncertainty quantification.

Read More →
05 FOR AGENTS

No API key. No account. Just HTTP.

x402 Pay-Per-Request

Autonomous agents pay with USDC on Base via the x402 protocol. No subscription, no credentials. Just a signed HTTP request.

Learn More →

Composable Primitives

Scenario trees, regime signals, probability surfaces. Structured data that agents consume and act on autonomously.

View Endpoints →

Verifiable On-Chain

Every scenario, every score, every model. Transparent and auditable. Research vaults running live with on-chain results.

See HEP Vault →
06 BUILD WITH US

The probability layer is live.

Integrate calibrated scenario distributions into your platform, fund, or autonomous agent stack. API access, x402 pay-per-request, or enterprise deployment.