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Notes on Physical AI &
synthetic data
Notes on Physical AI and synthetic data from the datadoo research team.
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EngineeringDec 16, 20253 min read
The Synthetic Data Trap: When More Data Makes Your Model Worse
Generating millions of synthetic images is easy. Generating the right ones is hard. We break down the distribution mismatch problem and how to avoid it.
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ResearchSep 29, 20253 min read
Physical AI Needs Physical Truth: Synthetic Data That Obeys the World
Most synthetic data pipelines optimize for visual fidelity. For Physical AI, that is necessary but not sufficient. The underlying physics must be accurate too.
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ResearchJul 8, 20253 min read
How Data Shapes AI Behavior: A Synthetic Perspective
Training data is not a passive input to model training. It is the primary lever for controlling what a model learns, how it fails, and who it works for.
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