Bias begins before the model
Most public debate about AI bias focuses on model behaviour. The earlier failure is archival: what was never scanned cannot be learned, cited or corrected. A city's civil-rights reporting that exists only on brittle newsprint is, to a model, a city where nothing happened.
Restoration as dataset work
Each restored volume — from The New York World to The Carolina Times to The Butte Miner — carries reporting on migration, labour, gold rushes, civil rights and local culture. Read as a corpus rather than as nostalgia, the series is a contribution to what future systems can know.