Separating fact extraction from user-facing claims
Abstracts
Abstracts
One design choice in the crawler agent prototype has shaped how I think about trustworthy profiles: fact extraction and user-facing claims are two different jobs.
The prototype fetches approved public links and extracts timestamped facts, normalizing that evidence before it ever reaches the professional memory. Keeping extraction separate from the claims a profile makes means the raw evidence stays inspectable, and the language on a profile stays accountable to it. It's a small architectural line, but it's the one that keeps generated profiles honest.