FAQs: Video FAQs (2)

H.265 has promised 50% smaller files at the same quality since 2013. In practice, the savings depend heavily on resolution, and the codec's messy patent licensing has slowed adoption enough that a royalty-free alternative (AV1) is already eating into its market share. Here's how the two codecs actually compare, and when each one makes sense.

The bright, natural lighting. The flat palm behind a lipstick. The countdown timer flashing to cause FOMO. The chat scrolling so fast it looks like the Matrix made of heart emojis. You know when you are in a live shopping event. Sometimes, the infrastructure knows as well. If implemented incorrectly, live shopping can (belt) buckle

If you've built a product that handles video uploads or live streams, you've probably encountered FFmpeg. Once you're in production, you need to decide which codec plays on which devices, how much CPU time you're burning per video, and sometimes whether you need a lawyer to understand patent licensing. What FFmpeg is FFmpeg describes itself

Object detectors such as YOLO and EfficientDet treat each video frame independently. This works fine for static images, but in real-time video streams, it causes detections to flicker. Bounding boxes jitter, confidence scores oscillate near thresholds, and objects "blink" in and out of existence. In a display overlay, this is merely annoying. In a closed-loop

When building multimodal systems that need to sync audio and video in real time, one question matters more than you'd expect: Can the lips match the voice? Get it wrong, and your AI character looks like a dubbed foreign film. Get it right, and it feels real. And getting it right depends heavily on your