Reconcile Once, Write Anytime: A Trust-Tiered Librarian and a Multi-Agent Writer for Drift-Free, Point-in-Time Research
4.00T1 sourcearXiv cs.MA
Source record
Published by arXiv cs.MA (T1 source). The original is at https://arxiv.org/abs/2608.12984.
Pipeline notes
The summary and note below are generated by the signal pipeline — they are Beyond Desk’s reading, not quotations from the source.
SummaryA two-tier multi-agent system for long-form research: a deterministic "librarian" maintains a point-in-time, trust-tiered knowledge library (SEC EDGAR, BLS, Wikipedia) while a separate portable multi-agent "writer" produces contradiction-free, evidence-grounded reports at any knowledge cutoff, with red-team feedback propagating corrections. Evaluated on 555,926 evidence cards across 6,130 sources.
Why it mattersConcrete architecture separating a maintained knowledge store from a portable writer, with measured results on contradiction removal, trust-tier selection accuracy, and look-ahead compliance at scale.
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