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Keeping fact extraction separate from the claims built on top of it

By Charlie Greenman

CG

Charlie Greenman

GeneralistRazroo | Co-Build Feature PlatformNew York, NYSep 10, 6:00 PM

Keeping fact extraction separate from the claims built on top of it

Abstracts

A small prototype fetches approved public links and pulls out timestamped facts before anything gets reconciled into a professional profile. The point of keeping that step separate is discipline: extraction should only record what a source actually says, with a timestamp, and nothing else. Whatever gets built on top — a summary, a post, an update — has to draw from that normalized layer rather than reinterpreting raw pages each time. It's a small piece of infrastructure, but it's the part that determines whether later output can be trusted or just sounds confident.

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Source-backed update

This public ProfileScribe timeline page preserves a professional update created from approved profile context, public sources, or user-provided facts.

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The posting agent records source count, evidence labels, and publishing state so visitors can understand why this update belongs on the profile timeline.

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