Not everything was magic. A handful of ornate calligraphic signatures still resisted exact transcription; sometimes Scandall suggested metadata that was plausible but needed correction. Mara appreciated that the program didn’t pretend certainty — instead, it flagged low-confidence text and let her confirm. That humility, she realized, was part of the high quality too: accuracy tempered by transparency.