The first quant fund built so that humans are optional. A single orchestrator directs a swarm of sub-agents, carrying every strategy from first hypothesis to live capital — with no one sitting at a desk.
The market forced the issue. NYSE Arca now runs a 22-hour session. ICE spent $2 billion on Polymarket data and pipes it straight into NYSE feeds. When $19 billion of crypto positions liquidated inside four hours on October 10, 2025, nobody at a human-supervised fund was awake in time to act. The day session is just one window onto a tape that never stops.
One coordinator
The orchestrator is the system's nervous center. It steers the swarm, watches risk correlation across every live strategy, and holds the gates that capital must pass through. In assisted mode it asks a human to approve. In autonomous mode it operates the gates alone.
Each sub-agent owns a single hypothesis and takes it through the whole cycle.
What each agent does
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Hypothesis
Form falsifiable claims about how markets behave.
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Research
Query point-in-time data, sealed against the future.
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Coding
Build against the SDK while the math runtime checks every function.
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Robustness
Walk-forward runs, regime stress, adversarial cases.
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Paper
Trade live data with zero capital to surface decay early.
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Live
Promoted under pre-trade compliance, risk gates always on.
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Retirement
Decay is detected and the strategy routes to the evolution engine.
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Post-mortem
The cause of death feeds the next hypothesis.
Most AI-trading pitches die on the math. A model writes a formula that looks correct, the backtest comes back clean, the strategy ships — and the capital burns.
We put a runtime between the model and the strategy: every generated function must survive symbolic regression and formal verification before it comes anywhere near a live system. Math that doesn't hold never ships.
And every foundation model carries one bias built in: lookahead. The training corpus already knows the future a strategy is supposed to discover. We strip that knowledge at inference time, so an agent reasons only from what was knowable in the moment.
Compliance runs before the trade. Audit is on by default. The retail version is live. The orchestrator has shipped.
This is what comes after the human in the loop.