You are right, not necessarily such a thing as WebApiConfig.cs in a self-service OWIN project, because you are declaring the middleware that you need when you need it. However, if you are following OWIN's self-organizing tutorials, you probably came across the Startup.cs concept, which you can use as you can create an HttpConfiguration here.
public class Startup { public void Configuration(IAppBuilder appBuilder) {
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