During initial prototyping, you should plan on more memory on the target than during the final stages. This is because you'll often be running debugging versions of software, which may be larger. Also, you'll want to include diagnostics and utility programs, which again will consume more memory than expected. Once your prototype system is up and running, you can then start thinking about how much memory you "really" need.