The review window I prototyped last time is now a real Mac app wired to the live engine. There is a sidebar of the people I have enrolled, each with a face and a reference count. Enrolling someone is dropping five to a dozen reference photos into a panel that crops the faces on-device and tells you, plainly, that they never leave the Mac. Then you point it at an album and scan. What used to be a feedback command taking photo ids by hand is now a window I skim.
The review screen is the part I care about most, and it is not a flat keep-or-not. KiFinder splits a scan into three tiers: the confident matches it auto-selects for a quick confirm, a smaller "worth a look" set for the borderline scores, and the rest, every choice reversible. It is keyboard-driven, so a month of albums is a minute of Return-to-keep and arrow-to-move rather than a mouse hunt. The piece I am happiest with is group photos. A class photo has a dozen faces in it, so the inspector boxes every detected face and I tap the one that is actually my kid before keeping it, instead of the app guessing. The keepers collect in a library grouped by person and month, ready to hand to Photos.
It is early, and I found a few rough edges taking these very screenshots, like some library thumbnails not loading, which I am chasing in a separate pass. But the shape is right. The confirm-and-reject step that started life as ids typed into a terminal is now a window you glance through: scan, skim, keep, export. For the demo I enrolled myself rather than my daughter, which is its own small reminder of what the app is actually for.