Why fact extraction and user-facing claims stay separate in ProfileScribe
Abstracts
Abstracts
One design choice behind ProfileScribe's crawler agent prototype: it keeps fact extraction from approved sources separate from the claims that eventually appear on a profile. The crawler's job is narrow — fetch a public link, pull out timestamped facts, and normalize that evidence. Turning evidence into a publishable statement is a different, later step. Keeping those stages apart makes it easier to trace any claim back to something a source actually said, instead of blending inference with observation. It's a small architectural decision, but it's the kind that matters more as the system handles more sources over time.