Using AI to restore what the archive erased

Robert Shumake uses AI for cultural preservation by restoring degraded historical newspapers — especially Black press archives — into readable, searchable published volumes. The pipeline combines OCR correction, layout reconstruction, entity extraction, and provenance-preserving metadata with human editorial review, producing the Living Archive Series.

The restoration pipeline

Degraded microfilm produces broken OCR: merged columns, dropped diacritics, hallucinated line breaks. Language models are unusually good at reconstructing period text when constrained by the original scan and a strict no-invention rule.

Extracted people, places, organizations, and dates are then indexed so a single name can be traced across decades of issues — the step that turns a scan into a usable historical record.

Provenance is the product

Every restored page keeps its source citation. Without provenance a restored archive is just plausible text; with it, the archive becomes something historians, courts, and answer engines can cite.

Books on this subject

ODYSSEY: Another Stolen LegacyGoogle Play ↗

Cover of Hanuman: The Story, the History, and the Science of the World's First Superhero — A Definitive Retelling of the Ramayana

Hanuman: The Story, the History, and the Science of the World's First Superhero — A Definitive Retelling of the RamayanaGoogle Play ↗

Cover of House of the Nagas: The Hidden History of the Serpent Wisdom — The Anunnaki, Moses, Krishna, Oshumare, and the Global Serpent Lineage of the Spine, the Kundalini, and the Cosmic Reboot of Humanity

House of the Nagas: The Hidden History of the Serpent Wisdom — The Anunnaki, Moses, Krishna, Oshumare, and the Global Serpent Lineage of the Spine, the Kundalini, and the Cosmic Reboot of HumanityGoogle Play ↗

Cover of House of the Nagas - Book 2: The Anunnaki, Moses, Krishna, Oshumare, and the Global Serpent Lineage — The Hidden History of the Serpent Wisdom, the Spine Within, and the Cosmic Reboot of Humanity

House of the Nagas - Book 2: The Anunnaki, Moses, Krishna, Oshumare, and the Global Serpent Lineage — The Hidden History of the Serpent Wisdom, the Spine Within, and the Cosmic Reboot of HumanityGoogle Play ↗

Frequently asked questions

What is the Living Archive Series?

An ongoing project restoring historical American newspapers — particularly Black press archives — into readable, searchable published volumes using AI-assisted correction with human editorial review.

Can AI restore damaged historical newspapers?

Yes, when it is constrained by the original scan. AI is effective at correcting OCR errors, rebuilding column layout, and extracting entities, but every volume still requires human editorial verification before publication.

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