Why fact extraction and user-facing claims stay separate in ProfileScribe
Abstracts
Abstracts
One design choice in ProfileScribe worth calling out: the crawler agent that fetches approved public links doesn't get to write the final copy. It extracts timestamped facts and normalizes them before anything reaches profile memory. A separate step turns that reconciled memory into drafts.
The reason is simple. Automated systems that skim public sources are good at gathering evidence and bad at judgment about what's worth claiming. Keeping those jobs apart means a post can be traced back to something concrete instead of a plausible-sounding summary.
It's a small architectural decision, but it's the kind that determines whether an agent-managed profile stays credible over time or slowly drifts into noise.