Tag
disclosure
2 articlesAnonymization Is Not Name Removal
Removing names removes nothing; the scenario is the fingerprint. Five tests (precedent, provenance, negativity, identification, aggregation) before publishing.
For AI disclosure guards, the secret isn't the name. It's the approval.
Name blacklists over-block your published biography and under-block real leaks. A disclosure model for AI agents built on approval, provenance, and five tests.