Publish single exe same directory all the time

I have set up my project to publish to my ftp, increment revision each time and not use .deploy extension.

So if I click Publish now it first asks me of the password to the ftp, then it deploys it with this structure:

MyChosenFTP\Application Files\ProjectName_Revision_number

In that folder there are 4 files:

ProjectName.application
ProjectName.exe
ProjectName.exe.config
ProjectName.exe.manifest

I have one big problem with this deployment, and one smaller.
The big problem that I want a hardcoded path to the .exe.

Meaning that I don't want it to put the new files in a new folder each time. It is enough if it puts them in the "Application Files" folder.
Is it possible to change that?

The second thing I am wondering about is why it doesn't save the password to my ftp? You can fill it it, but when clicking okay and opening the directory the password is gone?