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One way to prevent populating $Error in Powershell due to casting error is to use the -ErrorAction SilentlyContinue parameter in your command. This will suppress the error message from being displayed on the console and prevent it from populating $Error. Another way is to use a try-catch block to handle the potential casting error and prevent it from propagating up to $Error.