About the lab
Dnalyaw treats markets as systems to be studied continuously, not puzzles to be solved once.
The lab
Research, execution, and riskin one loop.
Dnalyaw is an AI-native quantitative trading lab focused on US and Hong Kong markets. Signal research, execution, and independent risk controls run as one continuous validation process. An idea is trusted only after it survives costs and time, and it stays on record when it fails.
How we work
Questions first.
We start from a question about market behavior and write the test down before we see any result.
Machines at scale.
AI agents enumerate, verify, and monitor research at a scale no team can. The authority to act stays behind controls.
Evidence over narrative.
An idea earns trust by surviving costs, stress, and forward time, not by fitting history.
Founder
Wayland Zhang
Wayland researches adaptive intelligence: continual learning, agent systems, and quantitative markets. He writes about this work in long-form essays and technical books, including the Quant Book.