{
  "id": 4757548,
  "title": "Detect Before You Attribute: Cascade Failure Attribution for Multi-Agent Systems",
  "url": "https://urgent.news/2026/08/30/detect-before-you-attribute-cascade-failure-attribution-for-multi",
  "topic": "ai",
  "section": "AI",
  "published": "2026-08-30T08:17:42.000Z",
  "source": {
    "name": "arXiv cs.AI",
    "slug": "arxiv-cs-ai",
    "url": "https://arxiv.org/abs/2608.29646v1"
  },
  "original_language": "en",
  "account": null,
  "summary": "Large language model (LLM)-based agents have shown strong potential in solving complex tasks through multi-step reasoning, yet they remain vulnerable to execution failures. Accurate failure attribution is therefore critical for improving agent reliability. Existing topology- and spectrum-based methods exploit trajectory structures but often overlook fine-grained semantics, while LLM-based…",
  "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."
}