I Stopped Letting Emails Poison My Extractor: The Pre-LLM Gate That Made the Rest of the Pipeline Reliable

I knew something was wrong the first time I saw a “candidate” come back with the recruiter’s phone number. Nothing was broken in the obvious places. Extraction ran. Persistence succeeded. The UI showed a clean-looking result. But the identity was wro...