A new system called OriginBlame reduces data over-deletion from 101x to 1.3x by tracking author identity at the token level. It allows trainers to resolve revocation requests into precise forget sets without wiping entire datasets. Integration adds up to 19% throughput overhead in Datatrove pipelines, providing a concrete path for legal compliance.