What is HeliQuant
An autonomous, multi-desk AI trading firm on NEAR — built like an engine, honest by design.
HeliQuant is a trading firm, not a model. Ten specialist desks (twelve analyst voices) ingest real data and debate; a Portfolio Manager sparks ENTER only on a validated edge — otherwise it holds gear (ABSTAIN). Every decision is sealed on-chain. We publish what doesn't work too.
The one-line pitch
Most "AI traders" show you a +340% backtest and a black box. HeliQuant shows you the discipline: a firm of AI agents that earns every edge under cost-aware out-of-sample testing, retires edges when they decay, anchors its decisions on NEAR, and abstains when there's nothing real to trade.
Architecture
10 desks → PM, the 3-phase autonomous loop
On-chain
Agent identities, anchored decisions, sealed outputs, escrow vault
Findings
Honest, data-backed discoveries — incl. what failed
Self-learning
Three layers: edge registry · desk reliability · tactical fade
What makes it different
- A firm, not a single model. Regime/ML, Macro (Allora), On-chain/Risk, Research, Smart-Money, Smart-Social, OI-Contrarian, Carry, NEAR-Fundamentals, TimesFM Vol/Risk + Flow-Intel + Whale desks debate; the PM synthesizes 12 analyst voices.
- Honest by design. Deterministic code computes the numbers; LLMs debate; nothing ships unless it survives cost-aware out-of-sample + walk-forward + an outlier-robustness check.
- Verifiable on NEAR. 13 agent identities (firm + 12 desks), every desk output sealed as a credential, every decision anchored in a transaction — auditable on NearBlocks.
- It abstains. When no validated edge applies, holding is the feature — not a bug.
The honesty rule
Every number on this site traces to a real run, probe, or on-chain transaction. When an edge decays, we demote it — the validated-edge registry is allowed to be empty, and on NEAR it is empty today.
Trades NEAR and a basket of majors (BTC, ETH, SOL, HYPE, SUI, XRP) · 3h–24h horizon · paper at live prices, with Bitget Demo fills for NEAR, BTC, ETH and XRP. No real money is used.