You have to destroy the 4 floating orbit around the boss in order to drop the shield. Once you have done that you will be able to start doing damage to the boss.
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In addition to that I believe those enemies are 610 power level so any Guardian below 550 PL won’t be able to damage them.
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I was still able to damage below 550 PL.