
Camera Roll to Caption โ Python Pipeline, Vision Model for Photo Tags
A small structured review seam beats blind automation. The case study: a two-stage Python tagger that turned 35 garden HEICs into captioned posts, with 97% acceptable output after thirty seconds of human review.

