EO (Evolving Objects) is an Open Source C++ library for Evolutionary Computation.
All details can be found

• On the official EO Web site at SourceForge
• On the local page at LRI, including in particular
  • a local copy of EO tutorial

Check also GUIDE, the Graphical User Interface for EO.