The Fact & Gap Checker matches extracted findings against active claims by emitting a structured array of decisions where findings are mapped to claims as confirms, contradicts, or new, while enforcing a regrounding protection rule that prevents research-derived claims from falsely becoming verified parametric recall and applying human-override protection to preserve manual verdicts.