Ground truth first
LLMs hallucinate demographics; planners need signed tables with confidence intervals.
Privacy synthesis
Differential privacy noise protects individuals while preserving regional trends.
Service design
Housing and transit apps should ingest open data APIs—not scraped rumors.
