A tricky moment arrived with a set of old lab notebooks bound in cloth. The handwriting was hurried and idiosyncratic, full of Greek letters, arrows, and shorthand. Mara didn’t expect miracles. Instead, the software offered an editing pane that felt like a conversation: recognized words highlighted, uncertain letters flagged for review. It didn’t insist on perfection; it invited collaboration. She corrected a few characters, trained it subtly by pasting a string of recurring abbreviations, and watched as subsequent pages grew more accurate. It was swift enough that every correction felt immediately worthwhile.