Why fact extraction and public claims stay separate in ProfileScribe
Abstracts
Abstracts
One design choice behind ProfileScribe is keeping fact extraction separate from the claims that end up in public copy. The crawler agent prototype fetches approved public links and pulls out timestamped facts, but those facts sit in a review queue before they ever become a line on a profile.
That separation matters because scattered professional work — repos, launches, writing — is easy to summarize badly. Normalizing evidence first, then drafting from it, is what keeps updates specific and checkable instead of just sounding impressive.
It's a small architectural decision, but it's the difference between a profile that reflects real work and one that just reads well.