The live session scored crops with the matcher regardless of the configured identity backend, so a live scan used the old mechanism while the still path used the enrolled gallery - measured, the matcher accepts look-alikes and cannot say "unknown", which is exactly what a real shelf needs it to do. score_crop now routes to the gallery, and the decision uses a similarity scale (accept at 0.60 with a 0.04 margin) rather than inlier-count thresholds that mean nothing on a cosine. The synthetic walk is gone: demo.py, demo_replay.py, the /v1/demo endpoints and the walk benchmark are deleted, and the app's frame source is the camera on a device (the single-image replay stays for the simulator, which has no camera). stock-demo merges both demo shelves (27 products, 62 views, trained head) so one server recognises either image, and run-demo-server.sh starts it bound to 0.0.0.0 and prints the exact URL to put in Config.xcconfig. Verified over the LAN with 1280x960 frames: 40 frames in 5.3s, 9 products recognised on demo image 1. Co-Authored-By: Devin <158243242+devin-ai-integration[bot]@users.noreply.github.com>
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| 1 | SKU_ID | product_name | receipt_date | expiration_date | number_in | number_out | number_on | image_link | price |
|---|---|---|---|---|---|---|---|---|---|
| 2 | sku_m01 | 小岩井 低脂肪牛乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 186 |
| 3 | sku_m02 | 荻山酪農 カフェ・オ・レ | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 397 |
| 4 | sku_m03 | 丹那 3.6牛乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 214 |
| 5 | sku_m04 | 木次 ミルクコーヒー | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 195 |
| 6 | sku_m05 | 木次 パスチャライズ牛乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 240 |
| 7 | sku_m06 | キスキ ブラウン・スイス牛乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 254 |
| 8 | sku_m07 | 丹那 飲んでやさしいヨーグルト | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 225 |
| 9 | sku_m08 | 農場3.7牛乳 特選 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 216 |
| 10 | sku_m09 | MINOR FIGURES OAT | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 300 |
| 11 | sku_m10 | 北海道 低脂肪乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 214 |
| 12 | sku_m11 | タカナシ 低温殺菌牛乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 396 |
| 13 | sku_m12 | RUDE HEALTH Oat Organic | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 400 |
| 14 | sku_m13 | 小岩井 無脂肪牛乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 178 |
| 15 | sku_m14 | きすき ノンホモ牛乳 | 2026-09-25 | 2026-10-20 | 24 | 8 | 16 | '' | 198 |
| 16 | sku_k01 | 明治 おいしい牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 198 |
| 17 | sku_k02 | ゆうパック 優良牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 130 |
| 18 | sku_k03 | 酪農家限定 低温殺菌牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 248 |
| 19 | sku_k04 | 北海道牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 178 |
| 20 | sku_k05 | MEGMILK | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 158 |
| 21 | sku_k06 | 毎日牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 168 |
| 22 | sku_k07 | タカナシ 低温殺菌牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 258 |
| 23 | sku_k08 | タカナシ 殺菌低脂肪牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 198 |
| 24 | sku_k09 | 毎日骨太 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 148 |
| 25 | sku_k10 | カルシウム入り低脂肪乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 145 |
| 26 | sku_k11 | 無脂肪牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 138 |
| 27 | sku_k12 | 低脂肪牛乳 | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 120 |
| 28 | sku_k13 | ミルク | 2026-09-25 | 2026-10-15 | 48 | 20 | 28 | '' | 260 |