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AI-native firm automating investing.

From trading signals to investment decisions.

Markets are our verification loop —
we're starting with quant research,
Our endgame: human reasoning in
markets, a $1tn opportunity.
We run hundreds of agents in parallel,
each building on what came before.
We are building a fund that scales
natively with artificial intelligence.

Turning compute into capital

Alpha Research — Orchestrator 8 AGENTS ACTIVE
EXPERIMENTS 38,471
UNIQUE STRATEGIES 12,041
BEST SORTINO 4.84
PORTFOLIO SORTINO 6.12
SESSIONS 142,910

Agents that research, decide, and improve.

Each session accesses the shared knowledge base, synthesizes prior findings into novel hypotheses, backtests rigorously, and commits what it learned. The next session starts smarter. Zero human intervention.

ORIENT
14,291 session logs · 12 lesson files · target: strategy_d4c71e8
Loaded an equity momentum strategy producing a Sortino of 1.22. Prior sessions identified horizon spacing as the binding constraint — lookback windows too coarse in volatile regimes. This session will attack it.
HYPOTHESIZE
4 candidate strategies · 2 new features designed
A: tighter geometric spacing. B: adaptive spacing weighted by volatility. C: ultra-short regime filter. D: PCA-residualized decomposition. Each paired with a multi-horizon vol ratio and order-flow imbalance z-score.
EVALUATE
4 screened → 2 promoted to full backtest
C and D failed drawdown and IC gates on coarsened 6-month data. A and B advanced to 3-year backtest with regime-conditional splits.
candidate_A SR 3.18 · DD 2.7% · Calmar 31.4 PASS
candidate_B SR 0.9 · DD 2.6% · Calmar 8.1 FAIL
SYNTHESIZE
Sortino 1.223.18 · committed as strategy_d4c71e8_v2
Tighter geometric spacing resolved the horizon problem. Wrote lessons on horizon ratio sensitivity and feature pairing constraints.
6 of 7 research tasks closed — horizon spacing resolved. Next session will target the final open task: cross-asset correlation decay.

Incumbents scale headcount.
We scale agents.

A research lab on the shortest path to monetizing artificial intelligence.

Team from Citadel, Jump Trading, Stanford, Caltech, Berkeley

Founding roles for researchers and engineers.