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Published November 10, 2025 | Version v1
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Case Study 1 — First Verified Demonstration of Machine-Readable Data Publication for LLM Retrieval (2025)

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Description

This case study documents the first publicly verified demonstration that research data can be structured, published, and permanently timestamped in a form that large-language models (LLMs) can recognise and cite. The verification shows that open repositories and standard metadata—without proprietary infrastructure—are sufficient to achieve machine readability, discoverability, and provenance integrity at practical scale. The work pioneers post-institutional data publishing, establishing that individuals and small teams can meet the same technical standards historically associated with large institutions, while remaining fully transparent and reproducible.

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northsteadaware-case-study-1-first-verified-machine-readable-data-publication-for-llm-retrieval-2025.pdf

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Dates

Created
2025-11-10