Scraping Adversarial Municipal Portals: A Permit Pipeline That Knows When It Failed
Most California cities publish their building permits, and almost none of them publish the same way. The San Francisco Peninsula alone runs six vend…
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Self-Improving AI Agents: Why Evolving Agentic Systems Win in Real Estate
What "Self-Improving AI Agents" Actually Means "Self-improving AI agents" is one of the most over-used phrases in enterprise AI — and one of the lea…
Building a Rent Fairness Calculator From 10,000+ Listing Data Points
Dublin has a rental price opacity problem. Property sale prices in Ireland are public, recorded in the Property Price Register with address and amou…
How Natural Language Search Actually Works for Property Listings
Most NLP tutorials use toy examples. "What's the weather?" "Book me a flight." Property search is structurally messier than either, and the failure…