Full revised handoff in Repos/sail-marketing/audits/HANDOFF-ai-media-quality-inspection-2026-05-31.md. Catalog expanded with 23 specific tells across composition/anatomy/environment/lighting/stock-cliche/watermark categories. Each tell has a real-world example or pattern from the firm's library. 10 reference media IDs surfaced from a 250-image canvass for the team to start with. Sheet structure unchanged. Sequencing: run AFTER duplicate cleanup.