Agentic Alpha.
Asymmetric edge.
Agentic Alpha(AA) Quant is an AI-native Quant fund. Coordinated agent swarms run on proprietary alt-data pipelines to find alpha in small-cap niches that billion-dollar funds structurally can't touch.
Most AI funds buy commodity data and run a single LLM analyst.
We don't.
Three things compound: where we look, how we read, what we run on.
Proprietary alt-data
100+ free + scraped + LLM-extracted sources institutions don't bother with — federal contracts, FDA actions, foreign filings, niche community signals, FCC pre-launch filings, real-time grid load. The aggregation effort IS the moat.
Agent swarm extraction
Frontier-LLM agents debate adversarially across cross-provider models. Risk-factor diffs, CFO tone shifts, supplier graphs, insider quality scoring — interpretation that takes a 20-PhD team or a swarm of agents. We picked the agents.
Small-cap niches
Billion-dollar funds need $10M+ position sizes. We trade where they structurally can't fit — undercovered small-caps, capacity-capped strategies, compliance-restricted data sources. Every constraint is a moat.
We compete where institutions structurally can't.
$1B+ funds need $10M+ position sizes. They can't fit in the small-cap niches where insider quality, cross-language filings, and weird alt-data still produce real, defensible alpha.
Four curves crossed in 2026.
The frontier moved. Sophisticated alt-data alpha used to require a $5M data budget and a team of 20. It now requires engineering effort and a frontier-LLM API key.
Frontier model intelligence
Frontier LLMs read SEC filings, classify insider quality, and detect tone shifts at near-analyst quality at fractions of a cent per call.
Agent infrastructure
Multi-agent orchestration, tool use, and prompt versioning are mature enough to run autonomous decision loops with full auditability.
Alt-data accessible
Free + scraped + LLM-extracted data now matches what institutions pay $30K-$100K/mo for. The new edge is interpretation, not collection.
Compliance moat opens
Reddit, Polymarket, ADS-B, niche scraped sources — all useful, none clearable by big-fund compliance committees. The small-fund advantage is structural.
Live trading begins 2026.
Track record follows.
We don't pitch a fund without a track record. We don't share live numbers until the audit log proves them. When the numbers are real, this list hears first.