Interactive Claim Refinement And Source Negotiation

Unique: Implements a negotiation pattern where users can challenge fact-checking decisions and request alternative sources, maintaining editorial authority while leveraging AI. The system explains its reasoning and shows how different choices affect output.

vs others: Differs from one-shot AI writers (ChatGPT, Jasper) by treating fact-checking as a negotiable constraint rather than a hard rule, and from rigid fact-checking tools by allowing expert users to override decisions with documented rationale.