You'll need to be careful with the soil mixture you use. Or it may not wick up.
If you search earthbox.com you can look into how they build this boxes. The idea is very similar to yours.
I can see the sponge having buildup that could interfere with water absorption and wicking. (I.e. Algae growth, blocked pores,...)
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