Ai Pipeline

Source Notes

• 2026-04-23: Operational Pattern (Battle-Tested) Here’s the pattern that scales cleanly: 1. Import photos → Lightroom writes baseline XMP 2. AI pipeline updates XMP using ExifTool 3. Back in Lightroom: 1. Filter → “Has Keywords = False” (or similar) 2. Select 3. Read Metadata from File (Operational Pattern (Battle-Tested))