LinqAlpha AI Lab

We advance Alpha Intelligence — AI that understands financial information,
identifies meaningful market signals, and translates them into reliable investment insights and decisions.

We advance Alpha Intelligence — AI that understands financial information, identifies meaningful market signals, and translates them into reliable investment insights and decisions.

Built with researchers across leading financial institutions, AI organizations, and universities, and validated through peer review at leading academic venues.

Research Topics

01

Understanding Alpha Intelligence

02

Measuring Alpha Intelligence

03

Building Alpha Intelligence

Filter name

Measuring

LLM as Risk Manager, Not Alpha Generator

Re-ranking Granger-derived lead–lag pairs in prediction markets by asking an LLM whether a real economic mechanism exists cut average loss by 46.5% and tripled total PnL — the LLM turned out to be a risk manager, not an alpha generator.

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Building

Measuring

Filter name

LLM as Risk Manager, Not Alpha Generator

All

Building

Measuring

Filter name

LLM as Risk Manager, Not Alpha Generator

All

Building

Measuring

Filter name

LLM as Risk Manager, Not Alpha Generator