Lipi Hand extends the document line beyond clean print. It targets the pages institutions actually need digitized: handwritten land extracts, office correspondence, and older manuscript fascicles that resist Lipi Print’s priors.

Error rates below are character error rate on a curated page set; line detection failures are counted in the denominator.

Character error rate by source CER % · handwriting eval pages · June 2025
Correspondence 4.9%
Land records 7.8%
Manuscripts 11.4%
Mixed pages 9.2%

Deep model documentation stays on the Models page. This post is the release record.