Thousands of AI-powered cameras now monitor public spaces, triggering widespread citizen anxiety over privacy. Local governments integrate these tools to automate surveillance and threat detection. This expansion forces a clash between public safety goals and individual civil liberties. Practitioners must now navigate stricter oversight and growing community resistance to pervasive computer vision deployments.