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> Has anyone seen a production system that actually does claim-level verification before generation? "Claim level" no, but search engines have been scoring sou

• amabito 8mo ago
  Right — search engines have long had authority scoring, link graphs, freshness signals, etc. The interesting gap is that retrieval systems used in LLM pipelines often don't inherit those signals in a structured way. They fetch documents, but the model sees text, not provenance metadata or confidence scores. So even if the ranking system “knows” a source is weak, that signal doesn’t necessarily survive into generation. Maybe the harder problem isn’t retrieval, but how to propagate source trust signals all the way into the claim itself.