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logs/run_log.txt

@@ -1,9 +1,9 @@
 
-=== RUN STARTED: 2026-05-26T22:39:05.314904 ===
+=== RUN STARTED: 2026-05-26T23:09:09.548541 ===
 === MODELS: ['gemini-3.5-flash', 'mistral:mistral-medium-2508', 'gemini-2.5-flash'] ===
 === MAX_DIAGRAMS: 1 ===
 === CACHE_VERSION: dbv3_holistic_4d0a17 ===
-=== AR_MODELS: ['claude-sonnet-4-7', 'deepseek-v4-pro', 'claude-sonnet-4-5', 'deepseek-v4-flash', 'claude-opus-4-6', 'claude-sonnet-4-6', 'claude-opus-4-7', 'claude-haiku-4-5-20251001'] ===
+=== AR_MODELS: ['claude-sonnet-4-7', 'deepseek-v4-flash', 'claude-opus-4-7', 'claude-haiku-4-5-20251001', 'claude-opus-4-6', 'deepseek-v4-pro', 'claude-sonnet-4-6', 'claude-sonnet-4-5'] ===
 
 Logger started: /kaggle/working/run_log.txt
     Profile returned : {'id': 13396623, 'username': 'nspwvtbb', 'password': 'e8guu9u1abr9', 'request_timeout': 28800, 'request_idle_timeout': 900, 'ip_authorization_country_codes': None, 'ip_authorization_state': None, 'ip_authorization_city': None, 'ip_authorization_postalcode': None, 'auto_replace_invalid_proxies': True, 'auto_replace_low_country_confidence_proxies': False, 'auto_replace_out_of_rotation_proxies': False, 'auto_replace_failed_site_check_proxies': False, 'is_proxy_used': True, 'state': 'completed', 'countries': {'DE': 1, 'ES': 1, 'GB': 1, 'JP': 1, 'PL': 1, 'US': 5}, 'available_countries': {'DE': 1, 'GB': 1, 'US': 11}, 'unallocated_countries': {}, 'asns': {'28753': ['Leaseweb Deutschland Gmbh', 1], '36352': ['As-Colocrossing', 1], '44144': ['Hostroyale Technologies Pvt Ltd', 1], '55286': ['Server-Mania', 3], '64080': ['Syn Ltd', 1], '134351': ['Leaseweb Japan K.K.', 1], '202044': ['Getechbrothers, Mb', 1], '396190': ['Leaseweb-Usa-Sea', 1]}, 'available_asns': {'7385': ['Abul-14-7385', 1], '36352': ['As-Colocrossing', 2], '43641': ['Sollutium Eu Sp Z.O.O.', 3], '55286': ['Server-Mania', 3], '205544': ['Leaseweb Uk Limited', 1], '205659': ['Uab Code200', 1], '212238': ['Datacamp Limited', 1], '395954': ['Leaseweb-Usa-Lax', 1]}, 'ip_ranges_24': {'198.46.161.0/24': 1, '142.111.67.0/24': 1, '191.96.254.0/24': 1, '38.154.185.0/24': 1, '84.247.60.0/24': 1, '209.127.138.0/24': 1, '198.105.121.0/24': 1, '31.58.9.0/24': 1, '38.154.203.0/24': 1, '64.137.96.0/24': 1}, 'ip_ranges_16': {'198.46.0.0/16': 1, '142.111.0.0/16': 1, '191.96.0.0/16': 1, '38.154.0.0/16': 2, '84.247.0.0/16': 1, '209.127.0.0/16': 1, '198.105.0.0/16': 1, '31.58.0.0/16': 1, '64.137.0.0/16': 1}, 'ip_ranges_8': {'198.0.0.0/8': 2, '142.0.0.0/8': 1, '191.0.0.0/8': 1, '38.0.0.0/8': 2, '84.0.0.0/8': 1, '209.0.0.0/8': 1, '31.0.0.0/8': 1, '64.0.0.0/8': 1}, 'available_ip_ranges_24': {}, 'available_ip_ranges_16': {}, 'available_ip_ranges_8': {}, 'proxy_list_download_token': 'bhsmgyuwvjoocohwygzumesoudydcbjrrbbupdty', 'created_at': '2026-05-17T08:03:47.186539Z', 'updated_at': '2026-05-17T08:03:47.186550Z'}
@@ -41,56 +41,54 @@ Building part-image lookup indices from HF repos...
 Part image resolver ready (will run per-assembly in main loop)
 Iterative re-run helpers ready (part 1/2).
 Iterative re-run helpers ready (part 2/2).
-  RAG: No prior verified examples found (first run)
+  RAG: Loaded 16 verified examples from HF
 
   Resolving part images for assembly 964217: HEAT SHIELD (WATER COOLING TURBOCHARGER SPEC.)(#310216-)
     [url_cache] HIT (cleaned_urls): using 3 pre-cleaned URLs from DB for 01010-E1030
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-E1030.jpg
-    [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
     [url_cache] HIT (cleaned_urls): using 3 pre-cleaned URLs from DB for 01010-E1030
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-E1030.jpg
     [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
-    [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-7830
     [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-8970
-    [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-8980
     [url_cache] HIT (cleaned_urls): using 3 pre-cleaned URLs from DB for 01010-E1030
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-E1030.jpg
+    [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-7830
+    [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-8980
+    [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
     Callout 1: 6240-11-8970 (COVER) → ✓ 1 img(s) [web_search]
     Callout 15: 6240-11-8980 (COVER) → ✓ 1 img(s) [web_search]
-    [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
-    [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-9110
+    Callout 12: 6240-11-7830 (COVER) → ✓ 1 img(s) [web_search]
+      [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
+    Callout 10: 01010-E1030 (BOLT) → ✓ 3 img(s) [web_search]
     Callout 11: 01643-31032 (WASHER) → ✓ 2 img(s) [web_search]
     Callout 14: 01643-31032 (WASHER) → ✓ 2 img(s) [web_search]
+    [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
+    Callout 17: 01643-31032 (WASHER) → ✓ 2 img(s) [web_search]
+    [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-9110
     Callout 2: 6240-11-9110 (PLATE) → ✓ 1 img(s) [web_search]
-    Callout 12: 6240-11-7830 (COVER) → ✓ 1 img(s) [web_search]
+    [url_cache] HIT (cleaned_urls): using 4 pre-cleaned URLs from DB for 01010-E1020
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
-    Callout 17: 01643-31032 (WASHER) → ✓ 2 img(s) [web_search]
-    Callout 13: 01010-E1030 (BOLT) → ✓ 3 img(s) [web_search]
+      [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
+    Callout 3: 01010-E1020 (BOLT) → ✓ 4 img(s) [web_search]
     [url_cache] HIT (cleaned_urls): using 3 pre-cleaned URLs from DB for 01010-E1030
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-E1030.jpg
-    [url_cache] HIT (cleaned_urls): using 4 pre-cleaned URLs from DB for 01010-E1020
-    [url_cache] HIT (cleaned_urls): using 5 pre-cleaned URLs from DB for 01010-E1035
-    [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
+    Callout 13: 01010-E1030 (BOLT) → ✓ 3 img(s) [web_search]
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
     Callout 4: 01010-E1030 (BOLT) → ✓ 3 img(s) [web_search]
-      [fetch_img] connection error: https://www.heavydutypros.com/images/ctp/detail/01010-E1030.jpg → HTTPSConnectionPool(host='www.heavydutypros.com', port=443): Max retries exceeded with url: /images/ctp/detail/01010-E1030.jpg (Caused by SSLError(SSLEOFError(8, '[SSL: UNEXPECTED_EOF_WHILE_READING] EOF occurred in violation of protocol (_ssl.c:1010)')))
-      [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
-    Callout 3: 01010-E1020 (BOLT) → ✓ 4 img(s) [web_search]
+    Callout 16: 01010-E1030 (BOLT) → ✓ 3 img(s) [web_search]
+    [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
+    [url_cache] HIT (cleaned_urls): using 5 pre-cleaned URLs from DB for 01010-E1035
     Callout 6: 01643-31032 (WASHER) → ✓ 2 img(s) [web_search]
-      [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
     [url_cache] HIT (cleaned_urls): using 3 pre-cleaned URLs from DB for 01010-E1030
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-E1030.jpg
     [url_cache] HIT (cleaned_urls): using 2 pre-cleaned URLs from DB for 01643-31032
-      [fetch_img] connection error: https://www.heavydutypros.com/images/ctp/detail/01010-E1030.jpg → HTTPSConnectionPool(host='www.heavydutypros.com', port=443): Max retries exceeded with url: /images/ctp/detail/01010-E1030.jpg (Caused by SSLError(SSLEOFError(8, '[SSL: UNEXPECTED_EOF_WHILE_READING] EOF occurred in violation of protocol (_ssl.c:1010)')))
+      [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
       [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
     [url_cache] HIT (cleaned_urls): using 1 pre-cleaned URLs from DB for 6240-11-7580
     Callout 8: 01643-31032 (WASHER) → ✓ 2 img(s) [web_search]
-    Callout 5: 01010-E1035 (BOLT) → ✓ 5 img(s) [web_search]
     Callout 9: 6240-11-7580 (BRACKET) → ✓ 1 img(s) [web_search]
-      [fetch_img] using proxy for blocked domain: https://www.heavydutypros.com/images/ctp/detail/01010-81035.jpg
-    Callout 10: 01010-E1030 (BOLT) → ✓ 2 img(s) [web_search]
     Callout 7: 01010-E1030 (BOLT) → ✓ 3 img(s) [web_search]
-    Callout 16: 01010-E1030 (BOLT) → ✓ 2 img(s) [web_search]
+    Callout 5: 01010-E1035 (BOLT) → ✓ 5 img(s) [web_search]
   Image resolution done for assembly 964217
 
 ######################################################################
@@ -136,58 +134,59 @@ Iterative re-run helpers ready (part 2/2).
   Voting diagram ready (iteration 1)
 
   Phase 3: Shape hints...
-    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
-    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
     6240-11-8970: A flat, circular steel cover plate with multiple mounting holes around its perimeter, painted black and measuring approximately 15cm in diameter.
     01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
-    01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
-    01010-E1035: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
     01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
+    01010-E1020: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
     01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01010-E1035: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
     01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
     6240-11-7830: A flat, circular steel cover plate with multiple mounting holes around its perimeter, painted black and measuring approximately 15cm in diameter.
     01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
+    01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
     6240-11-8980: A flat, circular steel cover plate with multiple mounting holes around its perimeter, painted black and measuring approximately 15cm in diameter.
     01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
     01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
     6240-11-9110: A flat, rectangular steel plate with rounded corners and several circular mounting holes, painted matte black and measuring approximately 25cm long.
-    01010-E1020: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
     6240-11-7580: An L-shaped black steel mounting bracket with multiple pre-drilled bolt holes, approximately 25cm in length.
 
   Phase 4A: Holistic mapping (iteration 1)...
-  [BLIND] e.g. callout-order part 0 → PART_12
+  [BLIND] e.g. callout-order part 0 → PART_07
   Starting Phase 4A reasoning in parallel for 3 model(s)...
   Grid approach: 17 parts → 6 grids × 3 parts/grid (1 call, 7 images)
   Grid approach: 17 parts → 6 grids × 3 parts/grid (1 call, 7 images)
   Grid approach: 17 parts → 6 grids × 3 parts/grid (1 call, 7 images)
-  Grid call done (4125 chars, 8 images sent)
   Grid call done (3912 chars, 8 images sent)
   Grid call done (6006 chars, 8 images sent)
+    Cache hit (Mistral)
+  Grid call done (4125 chars, 8 images sent)
     gemini-3.5-flash: reasoning done (3912 chars)
     JUDGE: reasoning done (4125 chars)
     gemini-2.5-flash: reasoning done (6006 chars)
     Extracted 17 assignments from mistral:mistral-medium-2508
-    Extracted 17 assignments from gemini-3.5-flash
     Extracted 17 assignments from gemini-2.5-flash
+    Extracted 17 assignments from gemini-3.5-flash
   Total vote mappings: 3
     Voting: 3 valid / 0 sequential discarded
     Judge diverges — applying 2× weight
-    ✓ 6240-11-8970 (COVER): pos=1 true=1 conf=1.0 [CONFIRMED]
-    ✗W 01010-E1030 (BOLT): pos=13 true=10 conf=0.67 [CONFIRMED]
-    ✗W 01643-31032 (WASHER): pos=14 true=11 conf=0.67 [CONFIRMED]
-    ✗W 6240-11-7830 (COVER): pos=15 true=12 conf=0.67 [CONFIRMED]
-    ✗W 01010-E1030 (BOLT): pos=3 true=13 conf=0.67 [CONFIRMED]
-    ✗W 01643-31032 (WASHER): pos=16 true=14 conf=0.67 [CONFIRMED]
-    ✗W 6240-11-8980 (COVER): pos=12 true=15 conf=0.67 [CONFIRMED]
-    ✗W 01010-E1030 (BOLT): pos=11 true=16 conf=0.67 [CONFIRMED]
-    ✓ 01643-31032 (WASHER): pos=17 true=17 conf=0.67 [CONFIRMED]
-    ✓ 6240-11-9110 (PLATE): pos=2 true=2 conf=1.0 [CONFIRMED]
-    ✗W 01010-E1020 (BOLT): pos=10 true=3 conf=1.33 [CONFIRMED]
-    ✓ 01010-E1030 (BOLT): pos=4 true=4 conf=0.67 [CONFIRMED]
-    ✓ 01010-E1035 (BOLT): pos=5 true=5 conf=0.67 [CONFIRMED]
-    ✓ 01643-31032 (WASHER): pos=6 true=6 conf=0.67 [CONFIRMED]
-    ✓ 01010-E1030 (BOLT): pos=7 true=7 conf=0.67 [CONFIRMED]
-    ✓ 01643-31032 (WASHER): pos=8 true=8 conf=0.67 [CONFIRMED]
+    ✗W 6240-11-8970 (COVER): pos=5 true=1 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=4 true=10 conf=0.67 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=3 true=11 conf=0.67 [CONFIRMED]
+    ✗W 6240-11-7830 (COVER): pos=14 true=12 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=15 true=13 conf=0.67 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=12 true=14 conf=0.67 [CONFIRMED]
+    ✗W 6240-11-8980 (COVER): pos=17 true=15 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=7 true=16 conf=0.67 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=16 true=17 conf=0.67 [CONFIRMED]
+    ✗W 6240-11-9110 (PLATE): pos=8 true=2 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1020 (BOLT): pos=6 true=3 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=11 true=4 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1035 (BOLT): pos=10 true=5 conf=1.33 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=2 true=6 conf=1.0 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=1 true=7 conf=1.0 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=13 true=8 conf=0.67 [CONFIRMED]
     ✓ 6240-11-7580 (BRACKET): pos=9 true=9 conf=1.33 [CONFIRMED]
 
   Phase 4B: SKIPPED (HOLISTIC_ONLY=True)
@@ -213,90 +212,272 @@ Iterative re-run helpers ready (part 2/2).
     Cache hit (Mistral)
     Cache hit (Mistral)
     Cache hit (Mistral)
-    Cache hit (Mistral)
-    6240-11-8970: 1 → 15 [STRIP_CORRECTED]
+    6240-11-8970: 5 → 15 [STRIP_CORRECTED]
 
   Phase 10: Global consistency (iteration 1)...
-    Consistency check: SWAP pos_13 pos_3
-SWAP pos_14 pos_16
-SWAP pos_15  pos_12
+    Consistency check: SWAP 15 12
+SWAP 15 17
 
 Explanation:
-- Positions 13 and 3 both hav
+- Position 15 is listed twice with different parts (6240-11-8970
+    Swapped: 6240-11-8970 (pos 15) <-> 01643-31032_c14 (pos 12)
+    Swapped: 01010-E1030_c13 (pos 15) <-> 6240-11-8980 (pos 17)
 
   ──────────────────────────────────────────────────────────────────────────────────
   PREDICTED vs TRUE (iteration 1) — HEAT SHIELD (WATER COOLING TURBOCHARGER SPEC.)(#310216-)
   ──────────────────────────────────────────────────────────────────────────────────
   OEM                  Description                      Pred   True  Match Status                
   ──────────────────────────────────────────────────────────────────────────────────
-  6240-11-8970         COVER                              15      1 ✗ WRONG  STRIP_CORRECTED       
-  01010-E1030          BOLT                               13     10 ✗ WRONG  CONFIRMED             
-  01643-31032          WASHER                             14     11 ✗ WRONG  CONFIRMED             
-  6240-11-7830         COVER                              15     12 ✗ WRONG  CONFIRMED             
-  01010-E1030          BOLT                                3     13 ✗ WRONG  CONFIRMED             
-  01643-31032          WASHER                             16     14 ✗ WRONG  CONFIRMED             
-  6240-11-8980         COVER                              12     15 ✗ WRONG  CONFIRMED             
-  01010-E1030          BOLT                               11     16 ✗ WRONG  CONFIRMED             
+  6240-11-8970         COVER                              12      1 ✗ WRONG  CONSISTENCY_SWAPPED   
+  01010-E1030          BOLT                                4     10 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                              3     11 ✗ WRONG  CONFIRMED             
+  6240-11-7830         COVER                              14     12 ✗ WRONG  CONFIRMED             
+  01010-E1030          BOLT                               17     13 ✗ WRONG  CONSISTENCY_SWAPPED   
+  01643-31032          WASHER                             15     14 ✗ WRONG  CONSISTENCY_SWAPPED   
+  6240-11-8980         COVER                              15     15   ✓ OK  CONSISTENCY_SWAPPED   
+  01010-E1030          BOLT                                7     16 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                             16     17 ✗ WRONG  CONFIRMED             
+  6240-11-9110         PLATE                               8      2 ✗ WRONG  CONFIRMED             
+  01010-E1020          BOLT                                6      3 ✗ WRONG  CONFIRMED             
+  01010-E1030          BOLT                               11      4 ✗ WRONG  CONFIRMED             
+  01010-E1035          BOLT                               10      5 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                              2      6 ✗ WRONG  CONFIRMED             
+  01010-E1030          BOLT                                1      7 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                             13      8 ✗ WRONG  CONFIRMED             
+  6240-11-7580         BRACKET                             9      9   ✓ OK  CONFIRMED             
+  ───────────────────���──────────────────────────────────────────────────────────────
+  Correct: 2/17  Wrong: 15  No prediction: 0  Accuracy: 11.8%
+  ──────────────────────────────────────────────────────────────────────────────────
+
+  Correct-reasoning trace: 2 entries → correct_reasoning_asm964217_iter1.jsonl
+
+  Re-run: 2 parts correct this pass, 15 still need resolution.
+  Masking 2 resolved positions from diagram.
+
+  ============================================================
+  ITERATION 2  |  15 parts remaining  |  Assembly 964217
+  ============================================================
+  Phase 1 SKIPPED (DB labels available)
+  DB: [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 16, 17] | AI: [] | Final: [1, 2, 3, 4, 5, 6, 7, 8, 10, 11, 12, 13, 14, 16, 17]
+
+  Phase 2: Bounding box extraction...
+  Using 17 DB label boxes
+  Voting diagram ready (iteration 2)
+
+  Phase 3: Shape hints...
+    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
+    01010-E1020: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
+    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
+    01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
+    01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01010-E1035: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    6240-11-8970: A flat, circular steel cover plate with multiple mounting holes around its perimeter, painted black and measuring approximately 15cm in diameter.
+    6240-11-7830: A flat, circular steel cover plate with multiple mounting holes around its perimeter, painted black and measuring approximately 15cm in diameter.
+    6240-11-9110: A flat, rectangular steel plate with rounded corners and several circular mounting holes, painted matte black and measuring approximately 25cm long.
+    01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01643-31032: A flat, circular steel washer with a central hole, metallic grey in color, approximately 5cm in diameter.
+    01010-E1030: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+
+  Phase 4A: Holistic mapping (iteration 2)...
+  [BLIND] e.g. callout-order part 0 → PART_04
+  Starting Phase 4A reasoning in parallel for 3 model(s)...
+  Grid approach: 15 parts → 5 grids × 3 parts/grid (1 call, 6 images)
+  Grid approach: 15 parts → 5 grids × 3 parts/grid (1 call, 6 images)
+  Grid approach: 15 parts → 5 grids × 3 parts/grid (1 call, 6 images)
+  Grid call done (3983 chars, 7 images sent)
+  Grid call done (3057 chars, 7 images sent)
+  Grid call done (5169 chars, 7 images sent)
+    gemini-3.5-flash: reasoning done (3057 chars)
+    JUDGE: reasoning done (3983 chars)
+    gemini-2.5-flash: reasoning done (5169 chars)
+    Extracted 15 assignments from mistral:mistral-medium-2508
+    Extracted 15 assignments from gemini-3.5-flash
+    Extracted 15 assignments from gemini-2.5-flash
+  Total vote mappings: 3
+    Voting: 3 valid / 0 sequential discarded
+    Judge diverges — applying 2× weight
+    ✓ 6240-11-8970 (COVER): pos=1 true=1 conf=1.0 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=6 true=10 conf=1.0 [CONFIRMED]
+    ✓ 01643-31032 (WASHER): pos=11 true=11 conf=1.0 [CONFIRMED]
+    ✗W 6240-11-7830 (COVER): pos=2 true=12 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=14 true=13 conf=1.0 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=8 true=14 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=4 true=16 conf=0.67 [CONFIRMED]
+    ✓ 01643-31032 (WASHER): pos=17 true=17 conf=1.0 [CONFIRMED]
+    ✗W 6240-11-9110 (PLATE): pos=13 true=2 conf=1.0 [CONFIRMED]
+    ✗W 01010-E1020 (BOLT): pos=5 true=3 conf=1.33 [CONFIRMED]
+    ✗W 01010-E1030 (BOLT): pos=3 true=4 conf=1.33 [CONFIRMED]
+    ✗W 01010-E1035 (BOLT): pos=10 true=5 conf=1.33 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=12 true=6 conf=1.0 [CONFIRMED]
+    ✓ 01010-E1030 (BOLT): pos=7 true=7 conf=0.67 [CONFIRMED]
+    ✗W 01643-31032 (WASHER): pos=16 true=8 conf=1.0 [CONFIRMED]
+
+  Phase 4B: SKIPPED (HOLISTIC_ONLY=True)
+
+  Phase 6: Building validation strips (iteration 2)...
+  Built 15 strips
+  Iteration 2 sheet: /kaggle/working/validation_sheet_asm964217_iter2.png
+
+  Phase 7: Web description enrichment...
+
+  Phase 8: Strip-based correction (iteration 2)...
+    Error gemini-2.5-flash:eekytM : 'NoneType' object has no attribute 'strip'
+    call_model persistent (gemini-2.5-flash): all keys exhausted/throttled, waiting 30s then retrying...
+    Error gemini-2.5-flash:sC9_SE : 'NoneType' object has no attribute 'strip'
+    call_model persistent (gemini-2.5-flash): all keys exhausted/throttled, waiting 30s then retrying...
+    Cache hit (Mistral)
+    Cache hit (Mistral)
+    Cache hit (Mistral)
+    Cache hit (Mistral)
+    Cache hit (Mistral)
+    6240-11-9110: 13 → 2 [STRIP_CORRECTED]
+
+  Phase 10: Global consistency (iteration 2)...
+    Consistency check: Here is the review of the mapping:
+
+1. SWAP pos_2 6240-11-7830 (COVER) with pos_2 6240-11-9110 (PLAT
+
+  ──────────────────────────────────────────────────────────────────────────────────
+  PREDICTED vs TRUE (iteration 2) — HEAT SHIELD (WATER COOLING TURBOCHARGER SPEC.)(#310216-)
+  ──────────────────────────────────────────────────────────────────────────────────
+  OEM                  Description                      Pred   True  Match Status                
+  ──────────────────────────────────────────────────────────────────────────────────
+  6240-11-8970         COVER                               1      1   ✓ OK  CONFIRMED             
+  01010-E1030          BOLT                                6     10 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                             11     11   ✓ OK  CONFIRMED             
+  6240-11-7830         COVER                               2     12 ✗ WRONG  CONFIRMED             
+  01010-E1030          BOLT                               14     13 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                              8     14 ✗ WRONG  CONFIRMED             
+  01010-E1030          BOLT                                4     16 ✗ WRONG  CONFIRMED             
   01643-31032          WASHER                             17     17   ✓ OK  CONFIRMED             
-  6240-11-9110         PLATE                               2      2   ✓ OK  CONFIRMED             
-  01010-E1020          BOLT                               10      3 ✗ WRONG  CONFIRMED             
-  01010-E1030          BOLT                                4      4   ✓ OK  CONFIRMED             
-  01010-E1035          BOLT                                5      5   ✓ OK  CONFIRMED             
-  01643-31032          WASHER                              6      6   ✓ OK  CONFIRMED             
+  6240-11-9110         PLATE                               2      2   ✓ OK  STRIP_CORRECTED       
+  01010-E1020          BOLT                                5      3 ✗ WRONG  CONFIRMED             
+  01010-E1030          BOLT                                3      4 ✗ WRONG  CONFIRMED             
+  01010-E1035          BOLT                               10      5 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                             12      6 ✗ WRONG  CONFIRMED             
   01010-E1030          BOLT                                7      7   ✓ OK  CONFIRMED             
-  01643-31032          WASHER                              8      8   ✓ OK  CONFIRMED             
-  6240-11-7580         BRACKET                             9      9   ✓ OK  CONFIRMED             
+  01643-31032          WASHER                             16      8 ✗ WRONG  CONFIRMED             
+  ──────────────────────────────────────────────────────────────────────────────────
+  Correct: 5/15  Wrong: 10  No prediction: 0  Accuracy: 33.3%
+  ──────────────────────────────────────────────────────────────────────────────────
+
+  Correct-reasoning trace: 5 entries → correct_reasoning_asm964217_iter2.jsonl
+  Iteration 2 diff: +5 improved, -0 regressed, 10 still wrong
+
+  Re-run: 4 parts correct this pass, 3 still need resolution.
+  Masking 5 resolved positions from diagram.
+
+  ============================================================
+  ITERATION 3  |  3 parts remaining  |  Assembly 964217
+  ============================================================
+  Phase 1 SKIPPED (DB labels available)
+  DB: [3, 4, 5, 6, 8, 10, 12, 13, 14, 16] | AI: [] | Final: [3, 4, 5, 6, 8, 10, 12, 13, 14, 16]
+
+  Phase 2: Bounding box extraction...
+  Using 17 DB label boxes
+  Voting diagram ready (iteration 3)
+
+  Phase 3: Shape hints...
+    01010-E1035: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    01010-E1020: A heavy-duty steel bolt featuring a hexagonal head and a partially threaded cylindrical shank, dark grey in color and approximately 10 cm long.
+    6240-11-7830: A flat, circular steel cover plate with multiple mounting holes around its perimeter, painted black and measuring approximately 15cm in diameter.
+
+  Phase 4A: Holistic mapping (iteration 3)...
+  [BLIND] e.g. callout-order part 0 → PART_02
+  Starting Phase 4A reasoning in parallel for 3 model(s)...
+  Grid approach: 3 parts → 3 grids × 1 parts/grid (1 call, 4 images)
+  Grid call done (1027 chars, 5 images sent)
+    gemini-3.5-flash: reasoning done (935 chars)
+    JUDGE: reasoning done (1027 chars)
+    gemini-2.5-flash: reasoning done (1461 chars)
+    Extracted 3 assignments from mistral:mistral-medium-2508
+    Extracted 3 assignments from gemini-3.5-flash
+    Extracted 3 assignments from gemini-2.5-flash
+  Total vote mappings: 3
+    Voting: 3 valid / 0 sequential discarded
+    Judge diverges — applying 2× weight
+    ✗W 6240-11-7830 (COVER): pos=6 true=12 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1020 (BOLT): pos=4 true=3 conf=0.67 [CONFIRMED]
+    ✗W 01010-E1035 (BOLT): pos=3 true=5 conf=1.0 [CONFIRMED]
+
+  Phase 4B: SKIPPED (HOLISTIC_ONLY=True)
+
+  Phase 6: Building validation strips (iteration 3)...
+  Built 3 strips
+  Iteration 3 sheet: /kaggle/working/validation_sheet_asm964217_iter3.png
+
+  Phase 7: Web description enrichment...
+
+  Phase 8: Strip-based correction (iteration 3)...
+    6240-11-7830: 6 → 4 [STRIP_CORRECTED]
+
+  Phase 10: Global consistency (iteration 3)...
+    Consistency check: ALL CORRECT
+
+  ──────────────────────────────────────────────────────────────────────────────────
+  PREDICTED vs TRUE (iteration 3) — HEAT SHIELD (WATER COOLING TURBOCHARGER SPEC.)(#310216-)
+  ──────────────────────────────────────────────────────────────────────────────────
+  OEM                  Description                      Pred   True  Match Status                
+  ──────────────────────────────────────────────────────────────────────────────────
+  6240-11-7830         COVER                               4     12 ✗ WRONG  STRIP_CORRECTED       
+  01010-E1020          BOLT                                4      3 ✗ WRONG  CONFIRMED             
+  01010-E1035          BOLT                                3      5 ✗ WRONG  CONFIRMED             
   ──────────────────────────────────────────────────────────────────────────────────
-  Correct: 8/17  Wrong: 9  No prediction: 0  Accuracy: 47.1%
+  Correct: 0/3  Wrong: 3  No prediction: 0  Accuracy: 0.0%
   ──────────────────────────────────────────────────────────────────────────────────
 
-  Correct-reasoning trace: 8 entries → correct_reasoning_asm964217_iter1.jsonl
-  Max iterations (1) reached.
+  Iteration 3 diff: +0 improved, -0 regressed, 3 still wrong
+  No improvement this iteration — stopping to avoid loop.
 
   Finished validation sheet: /kaggle/working/validation_sheet_finished_asm964217.png
 
 ★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★
   FINAL SUMMARY — Assembly 964217 — HEAT SHIELD (WATER COOLING TURBOCHARGER SPEC.)(#310216-)
-  (1 iteration(s) run)
+  (3 iteration(s) run)
 
   ─────────────────────────────────��────────────────────────────────────────────────
   PREDICTED vs TRUE (iteration FINAL) — HEAT SHIELD (WATER COOLING TURBOCHARGER SPEC.)(#310216-)
   ──────────────────────────────────────────────────────────────────────────────────
   OEM                  Description                      Pred   True  Match Status                
   ──────────────────────────────────────────────────────────────────────────────────
-  6240-11-8970         COVER                              15      1 ✗ WRONG  STRIP_CORRECTED       
-  01010-E1030          BOLT                               13     10 ✗ WRONG  CONFIRMED             
-  01643-31032          WASHER                             14     11 ✗ WRONG  CONFIRMED             
-  6240-11-7830         COVER                              15     12 ✗ WRONG  CONFIRMED             
-  01010-E1030          BOLT                                3     13 ✗ WRONG  CONFIRMED             
-  01643-31032          WASHER                             16     14 ✗ WRONG  CONFIRMED             
-  6240-11-8980         COVER                              12     15 ✗ WRONG  CONFIRMED             
-  01010-E1030          BOLT                               11     16 ✗ WRONG  CONFIRMED             
+  6240-11-8970         COVER                               1      1   ✓ OK  CONFIRMED             
+  01010-E1030          BOLT                                6     10 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                             11     11   ✓ OK  CONFIRMED             
+  6240-11-7830         COVER                               4     12 ✗ WRONG  STRIP_CORRECTED       
+  01010-E1030          BOLT                               14     13 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                              8     14 ✗ WRONG  CONFIRMED             
+  6240-11-8980         COVER                              15     15   ✓ OK  CONSISTENCY_SWAPPED   
+  01010-E1030          BOLT                                4     16 ✗ WRONG  CONFIRMED             
   01643-31032          WASHER                             17     17   ✓ OK  CONFIRMED             
-  6240-11-9110         PLATE                               2      2   ✓ OK  CONFIRMED             
-  01010-E1020          BOLT                               10      3 ✗ WRONG  CONFIRMED             
-  01010-E1030          BOLT                                4      4   ✓ OK  CONFIRMED             
-  01010-E1035          BOLT                                5      5   ✓ OK  CONFIRMED             
-  01643-31032          WASHER                              6      6   ✓ OK  CONFIRMED             
+  6240-11-9110         PLATE                               2      2   ✓ OK  STRIP_CORRECTED       
+  01010-E1020          BOLT                                4      3 ✗ WRONG  CONFIRMED             
+  01010-E1030          BOLT                                3      4 ✗ WRONG  CONFIRMED             
+  01010-E1035          BOLT                                3      5 ✗ WRONG  CONFIRMED             
+  01643-31032          WASHER                             12      6 ✗ WRONG  CONFIRMED             
   01010-E1030          BOLT                                7      7   ✓ OK  CONFIRMED             
-  01643-31032          WASHER                              8      8   ✓ OK  CONFIRMED             
+  01643-31032          WASHER                             16      8 ✗ WRONG  CONFIRMED             
   6240-11-7580         BRACKET                             9      9   ✓ OK  CONFIRMED             
   ──────────────────────────────────────────────────────────────────────────────────
-  Correct: 8/17  Wrong: 9  No prediction: 0  Accuracy: 47.1%
+  Correct: 7/17  Wrong: 10  No prediction: 0  Accuracy: 41.2%
   ──────────────────────────────────────────────────────────────────────────────────
 
   Accuracy progression:
-    Iteration 1: 8/17 = 47.1%
+    Iteration 1: 2/17 = 11.8%
+    Iteration 2: 5/15 = 33.3%
+    Iteration 3: 0/3 = 0.0%
 ★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★★
 
   Persisting final reasoning to part_image_cache...
   Reasoning & Embedding cache writes done.
-  Uploading assembly 964217: 100 files
+  Uploading assembly 964217: 208 files
 
 
 
----------- 2026-05-26 22:43:59 (0:00:00) ----------
-Files:   hashed 0/100 (0.0/10.5M) | pre-uploaded: 0/0 (0.0/10.5M) (+100 unsure) | committed: 0/100 (0.0/10.5M) | ignored: 0
+---------- 2026-05-26 23:23:20 (0:00:00) ----------
+Files:   hashed 0/208 (0.0/25.0M) | pre-uploaded: 0/0 (0.0/25.0M) (+208 unsure) | committed: 0/208 (0.0/25.0M) | ignored: 0
 Workers: hashing: 2 | get upload mode: 0 | pre-uploading: 0 | committing: 0 | waiting: 0
 ---------------------------------------------------
   Upload OK: assembly 964217