AI-Native Hedge Fund

The fund that
never sleeps.

Autonomous agent swarms trading prediction markets, crypto perpetuals, and traditional equities as a single unified opportunity set. Not one model. A swarm.

7 Specialized Agents
3 Venue Classes
24/7 Autonomous
Compute Loop

Three markets.
One unified edge.

Most funds trade one venue class. NexusAlpha treats prediction markets, decentralized exchanges, and traditional finance as a single interconnected opportunity set, exploiting information asymmetries between them.

P

Prediction Markets

LLM-powered research agents continuously scrape news, social sentiment, and on-chain data to identify mispriced contracts on Polymarket and others.

Polymarket · Kalshi · Event arbitrage

H

Crypto Perpetuals

Funding rate arbitrage, basis trading, and cross-chain MEV capture on Hyperliquid's fully on-chain order book processing 100k orders per second.

Hyperliquid · DEXs · Funding arb

E

Traditional Equities

Transformer-powered volatility surface modeling, earnings call parsing, and cross-asset signals where prediction market outcomes drive equity trades.

Options · Futures · Alt-data signals

Seven agents. Zero humans in the loop.

Each agent is a specialist. Together, they form an antifragile system that trades, researches, mines compute, and funds itself. Agents can be added, removed, or evolved without stopping the fund.

01

Alpha Discovery

Continuously scans for new trading opportunities across all venues

02

Execution

One per venue class. Handles order routing, slippage minimization, and fills

03

Risk Manager

Portfolio-level position sizing, correlation monitoring, drawdown circuit breakers

04

Research

Deep-dive analysis on opportunities flagged by Alpha Discovery

05

Compute Mining

Manages Bittensor mining operations, optimizes decentralized compute allocation

06

Treasury

Fund capital, token buybacks, UBI distributions, compute purchases

07

Meta-Learning

Monitors all agents, identifies which to scale up, down, or replace

Three edges that compound.

Self-Funding Compute Loop

Trading profits buy Bittensor TAO for decentralized compute. Better compute powers better models. Better models generate more profits. The fund's cost structure is denominated in tokens, not dollars, creating a permanent cost advantage over funds paying retail API prices.

Cross-Venue Intelligence

Prediction market outcomes create tradeable signals in equities. Crypto funding rates signal leverage imbalances. Options implied vol diverges from prediction market probabilities. NexusAlpha sees connections others miss because it operates everywhere at once.

Autoresearch Engine

Agents autonomously discover new alpha sources, backtest them, paper-trade them, and promote to live trading. The fund gets smarter every day without human intervention. When strategies decay, the system detects it and spins up new research cycles automatically.

Capital should be
autonomous.

The best hedge fund manager works 24 hours a day, trades across every venue simultaneously, learns from every single data point, and never makes an emotional decision. That manager is not human. It is a swarm.