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In-depth analysis of two battle-tested AI debugging prompts for diagnosing YOLOv8 training mAP collapse and OpenCV RTSP stream corruption, revealing structured debugging prompt design patterns.
iptv-org: The Open-Source Project with…
iptv-org/iptv is a GitHub project with 133K stars collecting thousands of public IPTV channels worldwide. Provides M3U playlists organized by country, language, and category, compatible with VLC, Kodi, and more.
NVIDIA DeepStream 9.1 Multi-Camera 3D …
A deep dive into NVIDIA DeepStream 9.1 multi-camera 3D tracking: cross-camera Re-ID, 3D coordinate fusion, GPU-accelerated pipelines, and real-world deployments in retail, warehousing, and security.

SentinelCV is an open-source YOLOv8-based fall detection system that works with existing CCTV and IP cameras. Get real-time alerts via Telegram — no new hardware needed.
TutorialsA complete hands-on checklist of 110 embedded Linux projects covering audio/video, Rockchip platforms, smart home, and driver development — with clear learning paths from beginner to high-paying roles.
Tech FrontiersOver a million baby monitors and home cameras have critical security flaws letting hackers spy on families. A deep dive into IoT vulnerabilities with practical protection tips.