Why fact extraction and user-facing claims stay separate
Abstracts
Abstracts
One design choice in ProfileScribe's crawler agent prototype: evidence gets normalized before it ever reaches a person's profile memory. The agent fetches approved public links, pulls timestamped facts, and holds them apart from the claims a post eventually makes.
That separation exists because professional writing is only trustworthy if you can trace a sentence back to something real. Keeping extraction and claim-drafting as distinct steps makes it possible to check a draft against its source before it goes out, rather than after.
It's a small architectural decision, but it's the one that determines whether an AI-assisted profile stays credible over time or slowly drifts from what actually happened.