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DLW — SafeWatch

SafeWatch is a scalable, edge-first public safety intelligence system designed to improve early detection, responder coordination, and public advisories in urban communities. The system integrates lightweight AI-based anomaly detection with human-in-the-loop verification to ensure responsible deployment in real-world constrained environments.

Unlike traditional surveillance systems that rely on continuous cloud streaming, SafeWatch processes safety-relevant signals locally, transmits only structured incident metadata, and enables responders to verify alerts before broadcasting advisories to the public.

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Design Principles

  • Privacy-preserving design
  • Offline-friendly architecture
  • Human-in-the-loop decision making
  • Scalable and low-cost deployment

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