My personal preferred approach is to bring some ladybugs inside. They will rid the aphids more thoroughly in less time.
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However, if that's unappealing to you, I'd suggest one of two things, depending on how young your seedlings are. If too young, use insecticidal soap - you'll have to repeat the application daily for a few weeks. Otherwise, something with neem oil in it.Â