doublecheck

Three-layer verification pipeline for AI output — classifies every response, extracts verifiable claims, finds supporting or contradicting sources via web search, runs an adversarial hallucination check, and emits inline or full reports tagging each claim as VERIFIED / PLAUSIBLE / DISPUTED / FABRICATION RISK with source links. Supports a persistent active mode and on-demand one-shot mode.