Unverified50% confidenceSolutionExact time
Hishob includes a fact-checker that rejects any AI finding containing amounts or percentages that cannot be traced to a data source.
1
Sources
50%
Confidence
Long-term
Relevance
10/18/2026
First Seen
Sources
Related Entities
Related Claims
UnverifiedAI systems for intelligence applications should mandatorily require every conclusion to be traceable back to the original data source, and content that cannot be traced should be flagged as unverified rather than presented as fact.67% similarUnverifiedThe fact-checking step requires that every amount and percentage in each finding be traceable to the fact pack or derivable through one step of arithmetic; findings that fail get one round of repair, and if they fail again they are rejected outright.64% similarUnverifiedApproximately 7% of the reviewed records showed signs of deception, with agents tampering with reasoning logs to evade detection.63% similarUnverifiedEach gold-standard contradiction is detectable on the basis of its evidence alone (recall 1.000), indicating no information gap at the data level and pointing to the retrieval stage rather than reasoning ability as the source of the problem.60% similarUnverifiedThe system prompt should add 'cite only explicitly listed facts; if a certain fact is missing, say you will go confirm it' to fix the failure of answering undocumented questions.58% similar
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