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This reads like something I'd write while crying but okay
While MC is in the past after the whole time travel nightbringer situation, the brothers in the original timeline have to go on with their lives without MC including celebrating their birthdays without MC
And that's why there's no birthday events
But that's just a theory! A GAME THEORY!!!