Separating fact extraction from the claims you publish
Abstracts
Abstracts
In the crawler agent prototype, I deliberately keep two things apart: extracting timestamped facts from approved public links, and making user-facing claims. Evidence gets normalized before it reaches professional memory, so the raw record stays honest even when the presentation changes.
That separation matters because it keeps a profile grounded. Claims should be traceable back to something concrete, not generated from thin air. It is a small design decision that shapes how much you can trust the output later.