Thanks to you and the others that replied.
So basically the prosecutors have to explain probable cause to justify the warrant, and that explanation cannot include information that could only be found in the evidence captured as a result of the warrant.
Is there no legal process to ensure that the original warrant request (probable cause justification) is not changed once the warrant is issued? The warrant itself does not have to be public immediately but some aspect of it, like a case# and hash of the document could be preserved as part of the warrant (or embedded in the warrant). I assume these documents form a critical part of the due process.