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# You Can’t Rerun Sunlight: Designing ML Data Architectures for Physical AI

How do you debug physical AI when you cannot recompute reality? Learn why shifting to knowledge reproducibility prevents your autonomous agents from hallucinating false model flaws.

- **Speakers:** [An Phan](https://www.wearedevelopers.com/@an-phan)
- **Event:** World Congress 2026 North America
- **Published:** September 26, 2026
- **Duration:** 25:42
- **URL:** https://www.wearedevelopers.com/videos/100389-you-can-t-rerun-sunlight-designing-ml-data-architectures-for-physical-ai

## Access

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