Grounded Research · ahoyvarun bundle Fact-check and verify any research text, report draft, literature review, or AI-generated answer by running it through a five-stage grounding pipeline: decompose into atomic claims, check each against provided sources, audit every citation for existence and accuracy, surface contradictions between sources, and produce one auditable verification report with a groundedness score. Use this skill whenever the user wants to check accuracy, verify claims, audit citations or a bibliography, confirm a text is supported by its sources, detect fabricated references, find contradictions across sources, or "check for hallucinations" in research writing. Trigger on "fact-check this", "verify this", "is this accurate?", "are these citations real?", "do these sources agree?", "audit this draft", or any request to confirm that claims trace back to real, correctly-cited evidence. Runs the whole pipeline end to end from a single instruction.
