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Engineering4 min read

Grounding rules: search results beat memory

When live sources and internal knowledge disagree, we have a clear rule — and we surface the conflict instead of hiding it.

By The MasterNode Team · Engineering

Grounding isn't just about having sources — it's about a consistent policy for what wins when sources disagree. Without one, models quietly blend stale training data with fresh search results and produce confident nonsense.

The rules

  • Verified web results override internal memory, always.
  • Conflicting sources are reported as a conflict — not silently merged.
  • Facts from unrelated sources are never stitched into one claim.
  • If nothing verifies, the answer says the information is unverified.

Citations you can check

Answers link back to the sources they used, with the site's own icon, so you can verify a claim in one click instead of trusting a footnote number.

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