Have you been filing Form 568 and paying annual LLC $800 tax? I suggest terminating the LLC if you don't plan on using it.
Per CA 2023 Publication 1031, a nonresident should "File a California tax return if you have any income from California sources." It doesn't sound like you have any CA source income, so you don't need to file a nonresident return.
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