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AI intelligence for institutional onchain capital
For custodians, asset managers, and prime brokers building on-chain products.
Institutional capital is moving onchain faster than the intelligence layer can serve it. Vendors ship either black-box models or opaque deployments. Risk teams need AI primitives they can underwrite at institutional standards.
Last reviewed May 2026 · 1 min read
How it works
Duon Labs is the intelligence layer for institutional onchain capital. Probabilistic, audit-grade, live in production.
- Probabilistic by construction. Calibrated scenario distributions covering the full probability surface. Stress testing, pre-trade validation, tail estimation.
- Audit-grade by default. Public model releases. Reproducible benchmarks. On-chain deployments observable transaction-by-transaction.
- Live in production. HEP on Hyperliquid and ARC on MegaETH are sponsored vaults running on the same models institutional partners would integrate. Real on-chain track record.
Custody and settlement handled by the partner. Intelligence and probability surface handled by Duon Labs.
In practice
A custodian or asset manager integrating Duon Labs gets:
- API access to Voyons probability distributions across the supported crypto universe, with regime signals and tail metrics.
- Optional sponsored-vault patterns based on HEP and ARC, designed for institutional risk constraints.
- A co-built design-partner pilot with co-defined scope.
Watch the system at live.duonlabs.com. Review the public benchmark at duonlabs.com/arena.