It’s not air, it’s actually water vapour. When water boils, it turns from liquid water to gas water, but still just water.
Some of the bubbles may be from dissolved gases coming out of solution as the water warms (warm water can’t hold as much dissolved gas as cold water), but the big bubbles of boiling water is just water vapour.
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