01 DUON LABS

Capital that thinks
for itself.

An autonomous AI research company. On-chain, for markets.

Flywheel Live

Futures · 30d
Trainings · 30d
Champions
0
Humans

▸ Training in flight
awaiting…

awaiting feed…

Watch it run live.duonlabs.com →
Voyons 03 VOYONS

The probability layer for markets.

Calibrated scenario distributions as composable infrastructure. The same intelligence, available to anyone via API.

  • Scenario Trees

    Thousands of plausible futures per query. Quantify tail risks before execution, not after.

  • Learned Dynamics

    Trains directly on raw market data. Adapts to regime shifts and tail events without hand-crafted rules.

  • Production-Ready

    REST API · Python SDK · x402 pay-per-request. The same engine powering CoinStats, HEP, and ARC.

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.