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Modern policing and broader public safety is continually working to improve how it monitors and responds to public safety concerns. This poster overviews the implementation and integration of an autonomous, context-aware sensing system that utilizes CCTV systems to detect a broad range of anomalous behaviors. The multi-step project leverages recent advances in edge computing, computer vision, and deep learning, and integrates them into a broad range of community locations, while protecting privacy and minimizing bias in AI.