I would try giving it a tool to work with projections and process axis by axis to see if it works better in 1D than 2D. I dunno how clever claude is about signal processing though. There's no noise here so... I mean really it's just template matching without rotation and without noise so... But I doubt claude can do or reason about basic image processing.