Editable-label-set categorization with Photo/Product presets, on-device library re-categorization with progress + cancel (no re-embedding), and a counted, single-select category-facet-list filter over the ingested photos. Own usePhotoLibrary instance + its own media-dropzone ingest (photos are zero-shot categorized as they embed). Split from ui/blocks/photo-search (Categories tab).