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The CVS stores the version the developers work on. The version in CVS will contain the latest and greatest features, but also the latest mistakes. Use at your discretion.
To get the latest version, first log into CVS using cvs -d:pserver:firstname.lastname@example.org:/cvsroot/evidence login -- just press Enter or Return when it asks for a password. Then enter cvs -z3 -d:pserver:email@example.com:/cvsroot/evidence co evidence to download ("check out" in CVS-speak) the actual files. This will take a while, but the cvs program should keep you updated on its progress.
Build the binaries.