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They will be stored in the state file, and currently will not be encrypted.

With the work in <https://github.com/pulumi/pulumi/issues/397> which will be available in the next few weeks though these will be encrypted in the checkpoint (and you will have control over any additional input/outputs you would like to keep encrypted).