The best fix I could get was adding this code just after the </video>
<script>
document.getElementById('vid').play();
</script>
...not pretty but somehow works.
UPDATE
Recently many browsers can only autoplay the videos with sound off, so you'll need to add muted
attribute to the video tag too
<video autoplay muted>
...
</video>
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