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Modern race bikes are already deadweighted to make it to the minimum weight, so it's not a question of making the bike heavier.

Not deadweighted in the amounts a battery with enough energy has to weigh.

But it's conceivable they've found ways to shave the bikes weight down even lower to accommodate the battery and motor.