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If that's a pool for human use, the worst case is a bacterial/fungal infection due to incorrect filtering.
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A pool filter is for removing physical debris, it's not really for preventing bacterial or fungal infections.

I guess what you're talking about is sanitizer, in my case we use chlorine. I test it every time we swim, but I wouldn't have needed an LLM for that. It's very straight forward to maintain pool chlorine, my Dad taught me that when I was 13.

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