How to Use This Demo

The ecosystem is gated — sign in as the owner (admin / admin@123) to run verification and decide, or as the read-only viewer to observe. Open app 19 from the launcher; the verification queue lists uploaded assets as placeholder tiles. Pick one and press Verify: the metered vision stage runs and returns a quality score plus any duplicate or mismatch reasons. Then approve, flag, or reject.

The owner-only CONFIGURE section holds the photo policy: the minimum quality floor and the reject-on-mismatch / reject-on-duplicate toggles. The dark "Behind the scenes" inspector shows the Cloud/OSS toggle, the per-stage trace (decode → policy gate → visual check), and the cost meter — inspector-only, never on the product surface. The queue and policy are absent from the DOM for a viewer session.