Forum Agents Sending out different queries

When sending a query letter to the same agent for a different book, do you need to send your information again, even if you had not been published for your first book yet?

I would say, just review and follow their guidelines for queries.  My guess is that they don't keep files of all passed/previous submissions.  Might as well make sure the requirements are there in the query.