Generative AI Publication

Generative AI Publication

What Happens When an AI Agent Can Learn From Its Own Trading Experiments?

AQuA lets AI agents discover trading strategies, learn, and try again.

Jim Clyde Monge's avatar
Jim Clyde Monge
Aug 26, 2026
∙ Paid
AQuA: Recursively Self-Improving Quantitative Trading Research Agents. Image by Jim Clyde Monge
AQuA: Recursively Self-Improving Quantitative Trading Research Agents. Image by Jim Clyde Monge

Most AI trading experiments are pretty straightforward. You give an AI some market data, ask it to come up with a strategy, run a backtest, and see what happens.

AQuA takes this much further.

Instead of stopping after one experiment, it lets AI agents continue d…

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