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The system is a low‑cost, cross‑platform solution for real‑time video streaming and on‑the‑fly face detection using the open‑source FaceMP4 library. This paper presents the architectural design, implementation details, performance evaluation, and a step‑by‑step installation guide for deploying the system on Windows, macOS, and Linux. Experimental results show that Kaamuk Shweta CAM can process 1080p video at 30 fps while maintaining ≥ 95 % detection accuracy on the WIDER‑Face benchmark, all on a modest Intel i5‑8250U platform.

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