Backend contracts for reconciling evidence into a profile

Backend contracts for reconciling evidence into a profile

Behind the drafting and review steps in ProfileScribe sits a more ordinary problem: services need clear contracts for how evidence gets stored, updated, and reconciled as sources change. That work happens through Go APIs — Chi services with REST contracts — the unglamorous layer that makes the more visible agent behavior reliable. It's worth naming because systems that reason about someone's professional history need a backend that treats evidence carefully, not just a model that writes convincingly.