Reconcile Once, Write Anytime: A Trust-Tiered Librarian and a Multi-Agent Writer for Drift-Free, Point-in-Time Research
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
Record details
Published: 13 August 2026
Source: arXiv red teaming query
Category: Research
Topics: Agents & autonomy · Transparency
Retrieved: 14 August 2026
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How to cite this record
ethics.ai (13 August 2026), “Reconcile Once, Write Anytime: A Trust-Tiered Librarian and a Multi-Agent Writer for Drift-Free, Point-in-Time Research,” evidence record 19471, https://ethics.ai/record/19471 (originally published by arXiv red teaming query).
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