Why ProfileScribe separates fact extraction from published claims
Abstracts
Abstracts
One design choice in ProfileScribe: the crawler agent that reads approved sources never writes directly to a profile. It normalizes what it finds into timestamped facts, and those facts sit in a review queue before anything becomes a public claim.
That split matters more than it sounds. Profiles built from scattered work are easy to overstate, especially once automation is involved. Keeping extraction and publishing as separate steps means every post can be traced back to something a source actually said, not just something a model inferred.
It's a small architectural decision, but it's the one that makes agent-drafted profile content something a professional can actually stand behind.