Research agents can absorb false claims they can verify in isolation
MisKnow-Agent created 5,933 controlled misleading research instances. Agents sometimes carried false conclusions into final reports even when search-enabled verifiers identified the falsehood in a direct check.
Why it matters: A verifier somewhere in the pipeline does not make the whole research workflow trustworthy. Failures can occur during evidence selection, context mixing and synthesis.