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How can I embed a video in my PDF using LaTeX?

You can now use the media9 package to do so! Here's an example. You can embed video files, or use a YouTube link.

Note that the videos won't play in Overleaf's previews; instead, download the PDF and open it in a suitable viewer e.g. Adobe Reader.