I wrote this and just put it on arXiv, sharing for the discussion. When statements spread through long chains of people — some reliable, some not — you can't trust a claim just because it sounds right. Islamic scholars faced this centuries ago and …

When a multi-agent AI system answers you, that answer has passed through several “hands” – a scraper, an ingestion model, a synthesis model. Each can distort or invent. Current tools log what happened, but nothing grades who transformed a claim or how …