duonlabs.com valid

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Duon Labs

Capital That Thinks for Itself. An autonomous AI research company, on-chain, for markets.

Their llms.txt

The beginning of the file, from our validated copy saved 2026-10-20T18:26:34.891Z. Cached copy · Source on duonlabs.com

# Duon Labs

> Capital That Thinks for Itself. An autonomous AI research company, on-chain, for markets.

Duon Labs is a Delaware corporation founded in 2025. We build an autonomous AI research company for financial markets: Voyons (our probability layer) generates calibrated scenario distributions via API, vaults like HEP (Hyperliquid) and ARC (MegaETH) deploy capital on-chain using that intelligence, and the full machinery runs publicly at live.duonlabs.com. Compute is the workforce.

## Product surfaces

- **Voyons** (the probability layer): a learned market simulator that generates calibrated scenario distributions, regime metrics, and stress maps. REST API, Python SDK, and x402 pay-per-request for autonomous agents.
- **Flywheel** (the autonomous research loop): public dashboard at live.duonlabs.com surfacing the live narrator, training, arena rankings, and kanban pipeline. Manages on-chain vaults, ranks champions, ships releases.
- **Permissionless Capital** (vaults + networks): HEP on Hyperliquid (live since September 2025), ARC on MegaETH (Genesis launched April 26, 2026), and Synth, Voyons simulations on Bittensor, scored on-chain daily. Each deployment is sponsored by Duon Labs and operates autonomously on third-party infrastructure. Non-custodial, verifiable on-chain.

## What is Voyons?

Voyons is a specialized deep learning system for financial markets. It learns market dynamics directly from raw data without predefined assumptions. Given market inputs, it generates thousands of plausible future price paths (scenario distributions) with calibrated probabilities. The output is a probability surface covering regime dynamics, tail risks, and directional confidence.

## What is Duon Labs?

Duon Labs Inc is the Delaware research corporation that builds and holds the IP. It employs the team and runs the research infrastructure. Vaults are sponsored by Duon Labs but operate autonomously on third-party chains; Duon Labs does not custody capital or operate the vaults directly.

## Key Facts

- 1M+ users via CoinStats integration (founding partner)
- ~1M monthly Voyons API requests
- 14M+ scenarios served in the last 30 days (Voyons production)
- 24 supported crypto assets including BTC, ETH, SOL, BNB, XRP, ADA, DOGE
- Monthly model releases with Glicko-2 head-to-head evaluation (Arena)
- HEP research vault live on Hyperliquid since September 2025, sponsored by Duon Labs, non-custodial
- ARC Genesis launched on MegaETH mainnet on April 26, 2026 via Backed's Agent Raise infrastructure (ERC-8004 identity, ERC-4626 vault token)
- Synth: Voyons simulations on the Bittensor Synth subnet, validator-scored on-chain daily
- HEP backtest (Feb-Aug 2025, out-of-sample): +29.3% return, 3.54 Sharpe ratio, -5.0% max drawdown

## Payment

All paid endpoints support the x402 payment protocol (HTTP 402, v1). No API key required for agents. Facilitator: Meridian (mrdn.finance).

Supported networks:
- Base (chain 8453): USDC, 6 decimals. Native EIP-3009, no appr
…

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