docs(decision): record the far-unknown calibration and the gate status

The far-unknown claim in the verdict said 0.2-0.7% on 602 crops. That was the
audit's variant matcher on the add/ photos; the shipped lane at the shipped
lines was 3.61% on the Wikimedia sets. Both are now stated, with the sweep that
chose 4.0/4 and the live-endpoint result: 44 named, 42 correct, 95.5% precision
against 53/48/90.6% before.

Gate status is recorded per gate rather than as a blanket claim: G2 and G3's
far half pass offline, G8 passes, and G1/G4/G5/G6/G7 are not yet measured on
held-out data because Tier 2 does not exist.

The Wikimedia manifests and results are committed; the 59 MB of images are not,
because collect_shelf_images.py fetches them from the source URLs the manifests
record.

recognization/data/evaluations/2026-09-29-session/server-smoke/gate-summary.json

@@ -0,0 +1,24 @@
+{
+ "endpoint": "/v1/recognize",
+ "image": "add/image6.jpg",
+ "catalog": "stock-lopia-clean",
+ "gates": "LOCAL_ACCEPT=4.0 TEXT_MIN_SHARED=4",
+ "detections": 111,
+ "named": 44,
+ "matched": 44,
+ "correct": 42,
+ "wrong": 2,
+ "precision": 0.955,
+ "wrong_detail": [
+  "sku_l07 vs unknown",
+  "sku_l03 vs unknown"
+ ],
+ "previous": {
+  "gates": "2.0/2",
+  "named": 53,
+  "correct": 48,
+  "wrong": 5,
+  "precision": 0.906
+ },
+ "note": "Live still endpoint, box-IoU matched to the corrected labels. The stricter gates trade 9 names for 3 wrong labels."
+}

recognization/data/external-shelves/wikimedia-commons-2/eval_result.json

@@ -0,0 +1,116 @@
+{
+ "dataset": "wikimedia-commons-2",
+ "catalog": "stock-lopia-clean",
+ "note": "Unrelated shelves: every accept is a false accept by construction.",
+ "images": 15,
+ "detections": 421,
+ "false_accepts": 1,
+ "false_accept_rate": 0.0024,
+ "rows": [
+  {
+   "file": "000_1920px-2011年4月の牛乳_(5588310773).jpg",
+   "title": "File:2011年4月の牛乳 (5588310773).jpg",
+   "detections": 78,
+   "false_accepts": 1,
+   "ms": 2983
+  },
+  {
+   "file": "001_Candy_in_Japan_2005_(5256472).jpg",
+   "title": "File:Candy in Japan 2005 (5256472).jpg",
+   "detections": 12,
+   "false_accepts": 0,
+   "ms": 387
+  },
+  {
+   "file": "004_page1-960px-History_of_the_Toledo_Police_Department.djvu.jpg",
+   "title": "File:History of the Toledo Police Department.djvu",
+   "detections": 24,
+   "false_accepts": 0,
+   "ms": 246
+  },
+  {
+   "file": "007_Japan_earthquake_store_shelves.jpg",
+   "title": "File:Japan earthquake store shelves.jpg",
+   "detections": 4,
+   "false_accepts": 0,
+   "ms": 97
+  },
+  {
+   "file": "009_Milk_(2655574568).jpg",
+   "title": "File:Milk (2655574568).jpg",
+   "detections": 58,
+   "false_accepts": 0,
+   "ms": 1379
+  },
+  {
+   "file": "010_Natsuge-mikado_okashi.jpg",
+   "title": "File:Natsuge-mikado okashi.jpg",
+   "detections": 7,
+   "false_accepts": 0,
+   "ms": 259
+  },
+  {
+   "file": "012_1920px-Supermarket_in_2006_(646332846).jpg",
+   "title": "File:Supermarket in 2006 (646332846).jpg",
+   "detections": 129,
+   "false_accepts": 0,
+   "ms": 2672
+  },
+  {
+   "file": "013_page1-1280px-Tangled_Hair.djvu.jpg",
+   "title": "File:Tangled Hair.djvu",
+   "detections": 0,
+   "false_accepts": 0,
+   "ms": 20
+  },
+  {
+   "file": "014_1920px-「ペヤング」予想通りの大売れ！_(18634213682).jpg",
+   "title": "File:「ペヤング」予想通りの大売れ！ (18634213682).jpg",
+   "detections": 27,
+   "false_accepts": 0,
+   "ms": 324
+  },
+  {
+   "file": "015_1920px-お客様各位_2008_国内産バター_(2429997079).jpg",
+   "title": "File:お客様各位 2008 国内産バター (2429997079).jpg",
+   "detections": 14,
+   "false_accepts": 0,
+   "ms": 529
+  },
+  {
+   "file": "016_1920px-パン売り場_手動ドア式_2016_(28574754416).jpg",
+   "title": "File:パン売り場 手動ドア式 2016 (28574754416).jpg",
+   "detections": 21,
+   "false_accepts": 0,
+   "ms": 543
+  },
+  {
+   "file": "017_1920px-プラレール_2015_(22339689873).jpg",
+   "title": "File:プラレール 2015 (22339689873).jpg",
+   "detections": 12,
+   "false_accepts": 0,
+   "ms": 254
+  },
+  {
+   "file": "018_一家族様一本限り_(5588902836).jpg",
+   "title": "File:一家族様一本限り (5588902836).jpg",
+   "detections": 27,
+   "false_accepts": 0,
+   "ms": 1385
+  },
+  {
+   "file": "019_1920px-洗濯洗剤_(10852819193).jpg",
+   "title": "File:洗濯洗剤 (10852819193).jpg",
+   "detections": 8,
+   "false_accepts": 0,
+   "ms": 158
+  },
+  {
+   "file": "021_1920px-要冷蔵_(4513315790).jpg",
+   "title": "File:要冷蔵 (4513315790).jpg",
+   "detections": 0,
+   "false_accepts": 0,
+   "ms": 21
+  }
+ ]
+}

recognization/data/external-shelves/wikimedia-commons-2/manifest.json

@@ -0,0 +1,225 @@
+{
+ "source": "Wikimedia Commons",
+ "images": [
+  {
+   "file": "000_1920px-2011年4月の牛乳_(5588310773).jpg",
+   "title": "File:2011年4月の牛乳 (5588310773).jpg",
+   "width": 2048,
+   "height": 1360,
+   "license": "CC BY-SA 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/35126719@N02\">m-jy</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A2011%E5%B9%B44%E6%9C%88%E3%81%AE%E7%89%9B%E4%B9%B3_%285588310773%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "001_Candy_in_Japan_2005_(5256472).jpg",
+   "title": "File:Candy in Japan 2005 (5256472).jpg",
+   "width": 1350,
+   "height": 1800,
+   "license": "CC BY-SA 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/97624390@N00\">OpenCage</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3ACandy_in_Japan_2005_%285256472%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "002_1920px-Empty_shelves_in_Tokyo_area_as_people_get_ready_for_t",
+   "title": "File:Empty shelves in Tokyo area as people get ready for typhoon Hagibis - Oct 11 2019 330pm.jpeg",
+   "width": 4027,
+   "height": 3018,
+   "license": "CC BY 4.0",
+   "artist": "<a href=\"//commons.wikimedia.org/wiki/User:Nesnad\" title=\"User:Nesnad\">Nesnad</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AEmpty_shelves_in_Tokyo_area_as_people_get_ready_for_typhoon_Hagibis_-_Oct_11_2019_330pm.jpeg",
+   "queries": 1
+  },
+  {
+   "file": "003_1920px-HK_SW_上環_Sheung_Wan_德輔道西_88_Des_Voeux_Road_West_shop_",
+   "title": "File:HK SW 上環 Sheung Wan 德輔道西 88 Des Voeux Road West shop 惠康超級市場 Wellcome Supermarket goods August 2020 SS2 27.jpg",
+   "width": 4128,
+   "height": 3096,
+   "license": "CC BY-SA 4.0",
+   "artist": "<a href=\"//commons.wikimedia.org/wiki/User:Gutygore_Kfsoe_bfzdao\" title=\"User:Gutygore Kfsoe bfzdao\">Gutygore Kfsoe bfzdao</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AHK_SW_%E4%B8%8A%E7%92%B0_Sheung_Wan_%E5%BE%B7%E8%BC%94%E9%81%93%E8%A5%BF_88_Des_Voeux_Road_West_shop_%E6%83%A0%E5%BA%B7%E8%B6%85%E7%B4%9A%E5%B8%82%E5%A0%B4_Wellcome_Supermarket_goods_August_2020_SS2_27.jpg",
+   "queries": 1
+  },
+  {
+   "file": "004_page1-960px-History_of_the_Toledo_Police_Department.djvu.jpg",
+   "title": "File:History of the Toledo Police Department.djvu",
+   "width": 1105,
+   "height": 1500,
+   "license": "Public domain",
+   "artist": "<div class=\"fn value\">\nToledo (Ohio). Division of Police</div>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AHistory_of_the_Toledo_Police_Department.djvu",
+   "queries": 1
+  },
+  {
+   "file": "005_1920px-Illuminated_wooden_shelf_with_many_glass_jars_contain",
+   "title": "File:Illuminated wooden shelf with many glass jars containing cookies for sale in Tokyo.jpg",
+   "width": 4037,
+   "height": 6055,
+   "license": "CC BY-SA 4.0",
+   "artist": "<a href=\"//commons.wikimedia.org/wiki/User:Basile_Morin\" title=\"User:Basile Morin\">Basile Morin</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AIlluminated_wooden_shelf_with_many_glass_jars_containing_cookies_for_sale_in_Tokyo.jpg",
+   "queries": 1
+  },
+  {
+   "file": "006_1920px-Interior_of_JUSCO_Shingu_Shopping_Center_20100213c.JP",
+   "title": "File:Interior of JUSCO Shingu Shopping Center 20100213c.JPG",
+   "width": 3648,
+   "height": 2736,
+   "license": "CC0",
+   "artist": "<a href=\"//commons.wikimedia.org/wiki/User:%E7%8E%84%E5%8F%B2%E7%94%9F\" title=\"User:玄史生\">玄史生</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AInterior_of_JUSCO_Shingu_Shopping_Center_20100213c.JPG",
+   "queries": 1
+  },
+  {
+   "file": "007_Japan_earthquake_store_shelves.jpg",
+   "title": "File:Japan earthquake store shelves.jpg",
+   "width": 1600,
+   "height": 1200,
+   "license": "CC0",
+   "artist": "<a href=\"//commons.wikimedia.org/w/index.php?title=User:Kellykaneshiro&amp;action=edit&amp;redlink=1\" class=\"new\" title=\"User:Kellykaneshiro (page does not exist)\">Kellykaneshiro</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AJapan_earthquake_store_shelves.jpg",
+   "queries": 1
+  },
+  {
+   "file": "008_page1-960px-Judge_v067_n1726_(1914-11-14.Leslie-Judge)_(Darw",
+   "title": "File:Judge v067 n1726 (1914-11-14.Leslie-Judge) (Darwin-IA).djvu",
+   "width": 1192,
+   "height": 1500,
+   "license": "Public domain",
+   "artist": "",
+   "source": "https://commons.wikimedia.org/wiki/File%3AJudge_v067_n1726_%281914-11-14.Leslie-Judge%29_%28Darwin-IA%29.djvu",
+   "queries": 1
+  },
+  {
+   "file": "009_Milk_(2655574568).jpg",
+   "title": "File:Milk (2655574568).jpg",
+   "width": 1600,
+   "height": 1200,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/36014533@N00\">yumtan</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AMilk_%282655574568%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "010_Natsuge-mikado_okashi.jpg",
+   "title": "File:Natsuge-mikado okashi.jpg",
+   "width": 1200,
+   "height": 900,
+   "license": "CC BY-SA 4.0",
+   "artist": "<a href=\"//commons.wikimedia.org/wiki/User:8joKeaton\" title=\"User:8joKeaton\">8joKeaton</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3ANatsuge-mikado_okashi.jpg",
+   "queries": 1
+  },
+  {
+   "file": "011_page1-1920px-Overland_through_Asia._by_Knox,_Thomas_Wallace.",
+   "title": "File:Overland through Asia. by Knox, Thomas Wallace.djvu",
+   "width": 2596,
+   "height": 4212,
+   "license": "Public domain",
+   "artist": "<bdi><a href=\"https://en.wikipedia.org/wiki/en:Thomas_W._Knox\" class=\"extiw\" title=\"w:en:Thomas W. Knox\"><span title=\"American writer (1835-1896)\">Thomas W. Knox</span></a></bdi>",
+   "source": "https://commons.wikimedia.org/wiki/File%3AOverland_through_Asia._by_Knox%2C_Thomas_Wallace.djvu",
+   "queries": 1
+  },
+  {
+   "file": "012_1920px-Supermarket_in_2006_(646332846).jpg",
+   "title": "File:Supermarket in 2006 (646332846).jpg",
+   "width": 2000,
+   "height": 3008,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/56825141@N00\">Simon Helle Nielsen</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3ASupermarket_in_2006_%28646332846%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "013_page1-1280px-Tangled_Hair.djvu.jpg",
+   "title": "File:Tangled Hair.djvu",
+   "width": 1371,
+   "height": 2129,
+   "license": "Public domain",
+   "artist": "<bdi><a href=\"https://en.wikipedia.org/wiki/en:Yosano_Akiko\" class=\"extiw\" title=\"w:en:Yosano Akiko\"><span title=\"Japanese tanka poet (1878–1942)\">Akiko Yosano</span></a></bdi>",
+   "source": "https://commons.wikimedia.org/wiki/File%3ATangled_Hair.djvu",
+   "queries": 1
+  },
+  {
+   "file": "014_1920px-「ペヤング」予想通りの大売れ！_(18634213682).jpg",
+   "title": "File:「ペヤング」予想通りの大売れ！ (18634213682).jpg",
+   "width": 3264,
+   "height": 2448,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/40781985@N08\">Nori Norisa</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E3%80%8C%E3%83%9A%E3%83%A4%E3%83%B3%E3%82%B0%E3%80%8D%E4%BA%88%E6%83%B3%E9%80%9A%E3%82%8A%E3%81%AE%E5%A4%A7%E5%A3%B2%E3%82%8C%EF%BC%81_%2818634213682%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "015_1920px-お客様各位_2008_国内産バター_(2429997079).jpg",
+   "title": "File:お客様各位 2008 国内産バター (2429997079).jpg",
+   "width": 3680,
+   "height": 2760,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/56804885@N00\">Kenichiro MATOHARA</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E3%81%8A%E5%AE%A2%E6%A7%98%E5%90%84%E4%BD%8D_2008_%E5%9B%BD%E5%86%85%E7%94%A3%E3%83%90%E3%82%BF%E3%83%BC_%282429997079%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "016_1920px-パン売り場_手動ドア式_2016_(28574754416).jpg",
+   "title": "File:パン売り場 手動ドア式 2016 (28574754416).jpg",
+   "width": 3264,
+   "height": 2448,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/10581108@N00\">jencu</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E3%83%91%E3%83%B3%E5%A3%B2%E3%82%8A%E5%A0%B4_%E6%89%8B%E5%8B%95%E3%83%89%E3%82%A2%E5%BC%8F_2016_%2828574754416%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "017_1920px-プラレール_2015_(22339689873).jpg",
+   "title": "File:プラレール 2015 (22339689873).jpg",
+   "width": 3264,
+   "height": 2448,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/27983255@N00\">Tatsuo Yamashita</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E3%83%97%E3%83%A9%E3%83%AC%E3%83%BC%E3%83%AB_2015_%2822339689873%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "018_一家族様一本限り_(5588902836).jpg",
+   "title": "File:一家族様一本限り (5588902836).jpg",
+   "width": 1360,
+   "height": 2048,
+   "license": "CC BY-SA 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/35126719@N02\">m-jy</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E4%B8%80%E5%AE%B6%E6%97%8F%E6%A7%98%E4%B8%80%E6%9C%AC%E9%99%90%E3%82%8A_%285588902836%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "019_1920px-洗濯洗剤_(10852819193).jpg",
+   "title": "File:洗濯洗剤 (10852819193).jpg",
+   "width": 4361,
+   "height": 3264,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/75483054@N00\">Tamaki Sono</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E6%B4%97%E6%BF%AF%E6%B4%97%E5%89%A4_%2810852819193%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "020_1920px-申し訳ございませんが_ごめんなさい_お魚本日の調理は終了いたしました。_どうぞよろしくお願いします_(11",
+   "title": "File:申し訳ございませんが ごめんなさい お魚本日の調理は終了いたしました。 どうぞよろしくお願いします (11331761984).jpg",
+   "width": 4000,
+   "height": 2672,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/110295958@N06\">ChingHua Chung</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E7%94%B3%E3%81%97%E8%A8%B3%E3%81%94%E3%81%96%E3%81%84%E3%81%BE%E3%81%9B%E3%82%93%E3%81%8C_%E3%81%94%E3%82%81%E3%82%93%E3%81%AA%E3%81%95%E3%81%84_%E3%81%8A%E9%AD%9A%E6%9C%AC%E6%97%A5%E3%81%AE%E8%AA%BF%E7%90%86%E3%81%AF%E7%B5%82%E4%BA%86%E3%81%84%E3%81%9F%E3%81%97%E3%81%BE%E3%81%97%E3%81%9F%E3%80%82_%E3%81%A9%E3%81%86%E3%81%9E%E3%82%88%E3%82%8D%E3%81%97%E3%81%8F%E3%81%8A%E9%A1%98%E3%81%84%E3%81%97%E3%81%BE%E3%81%99_%2811331761984%29.jpg",
+   "queries": 1
+  },
+  {
+   "file": "021_1920px-要冷蔵_(4513315790).jpg",
+   "title": "File:要冷蔵 (4513315790).jpg",
+   "width": 4000,
+   "height": 3000,
+   "license": "CC BY 2.0",
+   "artist": "<a rel=\"nofollow\" class=\"external text\" href=\"https://www.flickr.com/people/47256332@N05\">Hajime Nagahata</a>",
+   "source": "https://commons.wikimedia.org/wiki/File%3A%E8%A6%81%E5%86%B7%E8%94%B5_%284513315790%29.jpg",
+   "queries": 1
+  }
+ ]
+}

recognization/data/external-shelves/wikimedia-commons/eval_result.json

@@ -0,0 +1,298 @@
+{
+ "dataset": "wikimedia-commons",
+ "catalog": "stock-lopia-clean",
+ "note": "Unrelated shelves: every accept is a false accept by construction.",
+ "images": 41,
+ "detections": 1876,
+ "false_accepts": 7,
+ "false_accept_rate": 0.0037,
+ "rows": [
+  {
+   "file": "000_1920px-198円_中華弁当_2016_(25800617695).jpg",
+   "title": "File:198円 中華弁当 2016 (25800617695).jpg",
+   "detections": 2,
+   "false_accepts": 0,
+   "ms": 813
+  },
+  {
+   "file": "001_1920px-2011年4月の牛乳_(5588310773).jpg",
+   "title": "File:2011年4月の牛乳 (5588310773).jpg",
+   "detections": 78,
+   "false_accepts": 1,
+   "ms": 2983
+  },
+  {
+   "file": "002_1920px-20140909-0252_Costa_Mesa_Mitsuwa.JPG",
+   "title": "File:20140909-0252 Costa Mesa Mitsuwa.JPG",
+   "detections": 95,
+   "false_accepts": 0,
+   "ms": 2204
+  },
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recognization/docs/research/2026-09-28-recognition-architecture/DECISION.md

@@ -56,8 +56,13 @@ store-scoped, enrolled catalog, with live-video evidence accumulation**.
   every enrolled reference can be verified exhaustively. With thousands, it
   becomes retrieval plus verification (§6).
 - **Open set is the dominant difficulty, and it comes in two kinds.** *Far*
-  unknowns (other categories) are rejected easily: 0.2–0.7 % false accepts on
+  unknowns (other categories) are rejected easily **once the accept lines are
-  602 unrelated crops at a threshold that keeps most correct labels. *Near*
+  calibrated against them**: 0.37 % and 0.24 % false accepts on 2297 crops from
+  56 unrelated Wikimedia supermarket photos, at a threshold that keeps 42 of 48
+  correct image6 labels. The audit's 0.2-0.7 % was measured on 602 crops from
+  the `add/` photos with the audit's own variant matcher; the shipped lane at
+  the shipped lines was 3.61 % until 2026-09-29 (§ Re-measured, far unknowns).
+  *Near*
   unknowns (siblings of enrolled products: Kewpie 450 g next to Kewpie からし,
   Pure Select plain next to Pure Select コクうま) produce genuine,
   geometrically consistent evidence and can't be thresholded away. Near
@@ -389,6 +394,14 @@ with always-argmax, run on that same catalog.
 | G7 hubness | max predicted-SKU share ÷ that SKU's true share | ≤ 2.0 |
 | G8 runtime | server identity latency p95 per crop; server memory | ≤ 60 ms; within the demo host's budget |
 
+Status 2026-09-29, offline on image6 plus the Wikimedia distractor sets:
+**G2 passes** (95 % precision, full resolution). **G3's far-unknown half
+passes** (0.37 % / 0.24 % on 2297 unrelated crops); its near-unknown half is
+measured on image6 only, where the size gate rejects the documented 450 g case.
+**G8 passes** (identity p95 well inside 60 ms). **G1, G4, G5, G6, G7 are not
+yet measured on held-out data** - Tier 2 does not exist, and G4/G5 need a
+recorded walk. Nothing here is a device-path result.
+
 Not complete until G1–G7 pass on the device path (Tier 3), not just offline.
 
 ---
@@ -838,6 +851,46 @@ out of "210g"), and percentages are excluded because "カロリー 50% カット
 claim about the contents. Measured on the corrected labels, full resolution:
 precision 86% -> 91%, false accepts 8 -> 5, coverage unchanged at 79%.
 
+
+### Far unknowns: the accept lines were tuned on a shelf that has no unknowns
+
+Every threshold in this document was fitted on image6, where each crop is a
+facing of a product the shelf actually holds. That is a closed-set tuning set,
+and it hid the far-unknown rate completely: the shipped lane accepted 83 of
+2297 crops from 56 Wikimedia Commons supermarket photos of milk, soy and snack
+shelves - 3.61 %, against G3's 1 %.
+
+Those photos share nothing with the LOPIA catalog, so every accept is a false
+accept by construction. Two mechanisms produced them:
+
+- **The text lane answered on two coincidental bigrams.** The vocabulary filter
+  drops bigrams no catalog name contains, so a short garbage read can end up
+  with a perfect ratio on two pairs. 20 of 26 text-lane answers rested on
+  exactly two: `避くて おいしい` named `sku_l12` through おい/いし.
+- **The local lane accepted pure geometry.** The residual 25 were matches with
+  no text overlap at all, scoring 2.26-4.81 against an accept line of 2.0.
+
+Both lines moved: `TEXT_MIN_SHARED` 2 -> 4, `LOCAL_ACCEPT` 2.0 -> 4.0. Measured
+on 2297 distractor crops and 109 image6 facings:
+
+| `LOCAL_ACCEPT` | `TEXT_MIN_SHARED` | image6 shown / correct | precision | false accepts |
+|---|---|---|---|---|
+| 2.0 | 2 | 54 / 49 | 90.7 % | 83 (3.61 %) |
+| 2.0 | 4 | 52 / 48 | 92.3 % | 30 (1.31 %) |
+| **4.0** | **4** | **44 / 42** | **95.5 %** | **8 (0.35 %)** |
+| 5.0 | 6 | 36 / 36 | 100.0 % | 0 (0.00 %) |
+
+4.0/4 is the only region passing both G2 (>= 95 % precision) and G3 (<= 1 %
+far-unknown) with coverage left. On the shipped evaluator that is 66 %
+end-to-end at 95 % precision with 2 false accepts, against 77 % / 91 % / 5
+before - the coverage is what the precision costs, and G2 is the gate that says
+to pay it.
+
+Reproduce: `.venv/bin/python code/eval_distractors.py --stock stock-lopia-clean
+--write data/external-shelves/wikimedia-commons data/external-shelves/wikimedia-commons-2`.
+The images are fetched by `code/collect_shelf_images.py` and are not committed;
+the manifests (source URL, licence, artist) and the results are.
+
 ### External benchmark: 19 scored, 0 false accepts
 
 The image6 shelf is one photo with one label set, so every number above is