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Separating fact extraction from the claims you publish

By Charlie Greenman

CG

Charlie Greenman

GeneralistRazroo | Co-Build Feature PlatformNew York, NYJul 17, 2:00 PM

Separating fact extraction from the claims you publish

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.

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