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I built a real AI video processing SaaS from Senegal no GPT wrappers, just HuggingFace + OpenCV + YOLO + Detectron2+Medidapie+ Celery

DEV Community·Ratonpeureu·30 days ago
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## The problem I was solving Every creator I know spends 3-4 hours manually cutting one video into clips for TikTok and Instagram. The algorithm rewards volume — not perfection. Post 20 clips, maybe 2 go viral. Post 1 perfectly edited video, maybe 0 do. So I built ClipFarmer. Not a GPT wrapper — real computer vision This is the part I want to be clear about. Most "AI tools" people encounter — especially in West Africa — are scams. Someone charges you to access ChatGPT through a Telegram bot and calls it "AI formation." ClipFarmer uses actual machine learning models running on the processing pipeline: Whisper (HuggingFace) — automatic speech recognition for subtitle generation. Runs locally on the worker, no API call, no per-minute billing. YOLO + OpenCV (cv2) — scene detection and object tracking. Used to find the best cut points in a video — not just splitting at fixed intervals but finding where scenes actually change. Detectron2 — instance segmentation.…

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