{
  "id": 3868813,
  "title": "Safety Does Not Compose: Non-Decaying Loop State for Autonomous LLM Agents",
  "url": "https://urgent.news/2026/08/27/safety-does-not-compose-non-decaying-loop-state-for-autonomous-llm",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-27T13:52:31.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2608.27141v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Large language model agents are increasingly deployed as autonomous loops. Starting from one human goal, such a system repeatedly discovers work, plans, executes tool calls, verifies outcomes and persists state across many unattended iterations. The agent safeguards in wide use, however, are defined over a single trajectory, and their safety state is re-initialized when the next trajectory…",
  "key_points": [],
  "editors_take": null,
  "illustration": null,
  "coverage": {
    "outlets": 1,
    "also_reported_by": []
  },
  "ai_generated": true,
  "disclaimer": "Summaries, key points and the editor’s take are written by software from other outlets’ reporting and may contain errors — always check the linked original."
}