Dallas has quietly turned its trash trucks into code enforcement scouts. Cameras paired with AI software from a company called City Detect now scan neighborhoods during regular pickup routes, looking for overgrown lots, graffiti, illegal dumping, and abandoned shopping carts. So far, the system has flagged more than 20,000 potential issues and led to roughly 1,500 courtesy notices.

The program has built-in guardrails, at least for now. Every flag gets reviewed by city staff before anything moves forward. Property owners receive a notice with no fine attached, and officials say about 80% of them fix the issue right away. A citation can’t happen unless a code compliance officer shows up in person. Dallas officials stress the program is still early and more data is needed.

For a town like Waxahachie, where growth debates are already part of everyday conversation, this is worth watching. AI moving into routine city services brings real trade-offs between cleaner streets and constant cameras, and what Dallas learns could shape what smaller North Texas cities try next. Would you support a program like this in Waxahachie, or would you rather keep the cameras off your street? Let us know on our social pages.