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The unfortunate thing is that GitHub flavoured markdown doesn't yet support webm or other types of video embed.

If you use github pages you can use the HTML5 video tag, here's an example from my account's Github pages

Github pages renders html so by default it supports video, However It's totally different case with markdown files.