Edge AI security cameras and edge‑computing vision sensors that turn video into real‑time, highly accurate insights for businesses, system integrators, and public‑safety users. Open Docker‑based platform enabling easy customization and integration, with cybersecurity‑by‑design and ethical AI controls for proactive situational awareness and improved operational efficiency.