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.
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.
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
1M+ weekly scenario views via CoinStats
Hyperextropy Vault
Scenario-driven allocation on-chain
Prophetica
1000+ daily forecasts for the top crypto assets
03 VOYONS
Scenario distributions via API
Probability primitives for any stack. Regime dynamics, tail risk quantification, and calibrated scenario trees delivered as composable infrastructure.
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Scenario Trees
Generates thousands of plausible futures per query. Quantify tail risks before execution.
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Learned Dynamics
Learns directly from market data. Adapts to regime shifts and tail events.
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Production-Ready
REST API and Python SDK. 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
SICK BIDE
Assumption-free distribution modeling via GPU-accelerated probabilistic computations.
Read More →Probabilistic Analysis
Multi-scenario market analysis frameworks for uncertainty quantification.
Read More →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 →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.