Lipikar (লিপিকার, "the scribe") — a handwritten Bengali document recognition pipeline for Bangladeshi land deeds (দলিল): image restoration, line segmentation, HTR, lexicon-aware post-correction, and structured field extraction with human-in-the-loop review.