During fast-moving crises—pandemics, conflicts, disasters—citizens face an overwhelming flood of claims, clips, and headlines that are partial, outdated, or intentionally deceptive. People lack fast, trustworthy verification and accessible explanations tailored to non-experts. As misinformation compounds, it distorts behavior, polarizes communities, and can escalate into real‑world harm. The challenge is to detect emerging false narratives across channels, verify them transparently, and equip everyday users to act responsibly—without demanding expert literacy or hours of research.