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AAT Research Journal
Ideas, experiments, and lessons from the data.
Explore how we think about AI, market data, signal detection, model limitations, and the methods behind our research.
Latest research
From the AAT lab
Practical research notes without the hype. We focus on what the models can do, where they fail, and what we learn from both.
3 published articles
Featured research
5 min read
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How AI Reads Market Data: Beyond the Price Chart
Markets generate enormous amounts of data every second. This article explores how AI can transform that data into structured insights while accounting for noise, uncertainty, and changing market conditions.
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5 min
How AI Learns to Read Market Data
A practical look at how AI models process financial market data, identify patterns, and deal with noisy signals.
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5 min
Automated Trading Explained: How AI Can Improve the Way We Analyze Markets
Learn how automated trading systems use algorithms, data, and AI to analyze markets, reduce repetitive manual work, improve consistency, and help people make more structured, data-informed decisions—while understanding their limitations and risks.
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