{
  "id": 19471,
  "url": "https://arxiv.org/abs/2608.12984v1",
  "title": "Reconcile Once, Write Anytime: A Trust-Tiered Librarian and a Multi-Agent Writer for Drift-Free, Point-in-Time Research",
  "summary": "Long-form research reports generated by large language models drift, contradict themselves, and lose provenance: the same metric appears with different values, and rumor is quoted as confidently as an audited filing. We present a two-tier agentic system that separates a maintained, point-in-time knowledge library from report writing. A deterministic \"librarian\" ingests timestamped sources into a trust-tiered ontology, layering evidence cards, an authoritative metric ledger, and a claim graph int",
  "authors": "Xing Zhang, Yanwei Cui, Guanghui Wang, Peiyang He",
  "category": "research",
  "topics": "agents-autonomy,transparency",
  "orgs": null,
  "regions": null,
  "published_at": "2026-08-13T09:09:28.000Z",
  "fetched_at": "2026-08-14T05:10:49.168Z",
  "source_slug": "x-arxiv-red-teaming-query",
  "source_name": "arXiv red teaming query",
  "source_homepage": "https://arxiv.org/a/redteam",
  "ethics_ai_record_url": "https://ethics.ai/record/19471",
  "original_url": "https://arxiv.org/abs/2608.12984v1",
  "evidence_status": "source-only",
  "attribution": "via ethics.ai"
}