Design a large-scale, automated video surveillance system capable of identifying and alerting on unusual or suspicious activities in real-time. The solution should handle thousands of concurrent camera streams, minimize false positives through human-in-the-loop feedback, and function efficiently across varying environments and lighting conditions.