SSH, once you (verify and) accept the first key exchange cannot be tampered with in transit, nor have the contents viewed by those sitting in-between.

However, I believe everyone's stdout/stderr is available to everyone, if everyone is the same user, and if that user has read access to /proc, so that confidentiality is only restricted those who access to the server.