The Fact & Gap Checker evaluates structured findings from live web research against existing parametric claims using a structured schema classification pass. It categorizes each relationship as confirming (marking the claim correct with supporting sources), contradicting (marking it incorrect with counter-evidence), or identifying a new knowledge gap (minting a non-parametric claim with a gap verdict), all while preserving human rulings and preventing research from grading its own past findings.