Messages will only be sent to whatever device used to start or first respond to the conversation. This means if you're chatting in secret mode on a specific smartphone, you won't see previous messages on your desktop.
Facebook also gives people the option to let specific messages within Secret Conversations expire after five seconds or up to a day -- a feature not unlike what's offered on Snapchat.