Technically a new paragraph can be started whenever, but ideally a paragraph is about 7-9 sentences long. If the sentences are short or basic, then a few more sentences should be added to complete...
The last sentence of the entire essay, because you're concluding the entire thing. The first sentence of the last paragraph is called the introduction to the conclusion. (Complicated, right? :P)