Dubai-focused synthetic persona generation using DAG-based probabilistic sampling — fork of MatrAIx (arXiv:2608.04205). 48 dimensions across residency, employment, housing, culture, digital behavior, and health. 1M personas calibrated against DSC, DHA, RTA, KHDA, and GMI data sources.