Over-engineering is simply creating a product with greater functionality, quality, generality, extensibility, documentation, or any other aspect than is required.
Of course, you may have requirements outside a specific project -- for example, if you forsee doing future similar applications, then you might have additional requirements for extendability, dependent on cost, that you add on to the project specific requirements.