Civility Bureau strengthens online communities by providing independent, privacy‑preserving visibility into systemic risks. We don’t moderate content or track users, instead, platforms submit structured harm attestations that allow regulators to verify emerging risks and platforms to demonstrate consistent, accountable governance. This ecosystem‑level oversight supports safer digital environments without compromising privacy.