Can it happen that we don't own the IP rights to our code?

It depends on whether you have executed the proper agreements with your developers, which also depends on whether the developers are employees (subject to an employment agreement that has compulsory assignment provisions) or contractors. These issues can have implications for both patent and copyright analyses. The patent issues are quite separate in their analysis from the copyright issues, as ownership (authorship) and inventorship are two different discussions.