I’m working on a real-time Computer Vision project for an online assessment system. The requirement is to detect when a candidate’s face becomes completely absent or partially outside the camera frame during a test. If it continues for a certain duration, the system should show a warning and save an evidence frame with the timestamp. I’m currently considering Python + OpenCV, YOLO for face detection, MediaPipe for facial landmarks, and FastAPI/WebSockets for real-time communication. I’d love to hear from anyone who has experience with real-time Computer Vision or proctoring systems. What approach and technologies would you recommend, and how would you handle false positives and real-time performance?

“How can I generate AI videos for free?”

Hey everyone, I'm a Brazilian newcomer and I'm posting my first self-made video here. I'd love some tips on prompts or ideas for how to improve these videos so I can post them on Instagram and try to generate some income from them.

Hello everyone👋, I'm new. Any advice can help me make my AI vedios 🙌

Use this section for any questions you have while building. It can be about: ✅ Prompts ✅ Tools ✅ Image generation ✅ Video generation ✅ Editing and posting ✅ Why something keeps going wrong ✅ How to make an idea work better No question is too basic. If you're stuck, post what you're trying to make, what tool you're using, and what keeps failing. The more context you give, the easier it is to help. Build, ask, improve, repeat. 💪