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Re-mix the vermiculite or do a subtraless incubation with the substrate at the bottom and eggs on a egg crate.
The egg box must have a lid to keep humidity in if it does not water evaporates humidity drops.
There is no reason to open your egg box, mine is not sealed however it does not get open until the very last week of incubation.