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Per chance are you setting PASSPHRASE to `""` somewhere?

Exactly! I tried to change it, without luck. However, migrating the stack to a new container with PASSPHRASE defined solved the issue!

If your using the pulumi service you can just not set this at all and let the service do the secrets management.