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A web-based client is not going to provide adequate persistence on a smartphone.

Lounge works fine on a smartphone because the actual IRC connection would be handled by a server where you host it, not your own phone.

Do you get notifications when you are mentioned on your phone though?

If your browser supports web push spec, yes!