Is it possible that the directory [...] /code_cache/.ll/ cannot be deleted due to the absence of the specified file or directory in Android Studio?

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Yes, it is possible. If the specified file or directory does not exist in the specified location, then it cannot be deleted. This may happen if the file or directory was already deleted or moved to a different location. Alternatively, it may also be possible that the specified location is incorrect or the permissions are not set properly, preventing the deletion of the file or directory.