diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index b3cbb624dc..7615f4c372 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -3,106 +3,106 @@
   "communityError": null,
   "communitySample": {},
   "communityUpdatedAt": "2026-09-27T05:12:56.357597+00:00",
-  "frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00",
+  "frameworkAttemptedAt": "2026-09-27T05:26:38.077246+00:00",
   "frameworkError": null,
   "frameworkStats": {
     "text-generation": {
       "Ascend_910-b4": {
         "llamacpp": {
           "framework": "llamacpp",
-          "modelCount": 34198,
+          "modelCount": 34244,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 15456,
-          "successRate": 0.4519562547517399,
-          "wilsonLowerBound": 0.4466870773777446
+          "successCount": 15491,
+          "successRate": 0.45237121831561733,
+          "wilsonLowerBound": 0.44710510825181593
         },
         "vllm": {
           "framework": "vllm",
-          "modelCount": 38181,
+          "modelCount": 38206,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 10784,
-          "successRate": 0.28244414761268694,
-          "wilsonLowerBound": 0.2779504935644781
+          "successCount": 10788,
+          "successRate": 0.2823640265926818,
+          "wilsonLowerBound": 0.2778722320505638
         },
         "vllm_tokenizer_patch": {
           "framework": "vllm_tokenizer_patch",
-          "modelCount": 10334,
+          "modelCount": 10381,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 4335,
-          "successRate": 0.4194890652215986,
-          "wilsonLowerBound": 0.4100061738757588
+          "successCount": 4355,
+          "successRate": 0.4195164242365861,
+          "wilsonLowerBound": 0.41005485285212173
         }
       },
       "Biren_166m": {
         "vllm": {
           "framework": "vllm",
-          "modelCount": 64122,
+          "modelCount": 64123,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 12091,
-          "successRate": 0.18856242787186925,
-          "wilsonLowerBound": 0.18555345441815213
+          "successRate": 0.18855948723546934,
+          "wilsonLowerBound": 0.18555055539471527
         },
         "vllm_fix_tokenizer": {
           "framework": "vllm_fix_tokenizer",
-          "modelCount": 21815,
+          "modelCount": 21969,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 4507,
-          "successRate": 0.20660096264038505,
-          "wilsonLowerBound": 0.20128017173109503
+          "successCount": 4544,
+          "successRate": 0.20683690655013884,
+          "wilsonLowerBound": 0.20153231503874772
         },
         "vllm_tokenizer_patch": {
           "framework": "vllm_tokenizer_patch",
-          "modelCount": 6790,
+          "modelCount": 6811,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 74,
-          "successRate": 0.010898379970544918,
-          "wilsonLowerBound": 0.008690623081188628
+          "successRate": 0.01086477756570254,
+          "wilsonLowerBound": 0.008663801318255377
         }
       },
       "Cambricon_mlu-370-x4": {
         "vllm": {
           "framework": "vllm",
-          "modelCount": 26395,
+          "modelCount": 26401,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 3245,
-          "successRate": 0.12293995074824778,
-          "wilsonLowerBound": 0.11903325889759624
+          "successCount": 3246,
+          "successRate": 0.12294988826180826,
+          "wilsonLowerBound": 0.11904349510247504
         },
         "vllm-customized": {
           "framework": "vllm-customized",
-          "modelCount": 16482,
+          "modelCount": 16485,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 1676,
-          "successRate": 0.10168668850867613,
-          "wilsonLowerBound": 0.0971649021199942
+          "successRate": 0.10166818319684562,
+          "wilsonLowerBound": 0.09714717632753626
         },
         "vllm-mlu": {
           "framework": "vllm-mlu",
-          "modelCount": 12568,
+          "modelCount": 12611,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 5201,
-          "successRate": 0.41382877148313174,
-          "wilsonLowerBound": 0.4052455373267606
+          "successCount": 5214,
+          "successRate": 0.41344857663944173,
+          "wilsonLowerBound": 0.40488121790198733
         }
       },
       "Cambricon_mlu-370-x8": {
         "vllm": {
           "framework": "vllm",
-          "modelCount": 24408,
+          "modelCount": 24415,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 3794,
-          "successRate": 0.15544083906915765,
-          "wilsonLowerBound": 0.15094953339266573
+          "successCount": 3795,
+          "successRate": 0.15543723121032152,
+          "wilsonLowerBound": 0.15094660524099493
         },
         "vllm-customized": {
           "framework": "vllm-customized",
@@ -115,106 +115,106 @@
         },
         "vllm-mlu": {
           "framework": "vllm-mlu",
-          "modelCount": 45990,
+          "modelCount": 46097,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 11448,
-          "successRate": 0.24892367906066537,
-          "wilsonLowerBound": 0.2449929180062535
+          "successCount": 11475,
+          "successRate": 0.24893160075492982,
+          "wilsonLowerBound": 0.24500533715719863
         }
       },
       "Iluvatar_bi-100": {
         "transformers": {
           "framework": "transformers",
-          "modelCount": 23506,
+          "modelCount": 23513,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 3092,
-          "successRate": 0.13154088317876286,
-          "wilsonLowerBound": 0.12728014870742704
+          "successCount": 3093,
+          "successRate": 0.1315442521158508,
+          "wilsonLowerBound": 0.12728409550185116
         },
         "vllm": {
           "framework": "vllm",
-          "modelCount": 86763,
+          "modelCount": 86766,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 9764,
-          "successRate": 0.11253644986918387,
-          "wilsonLowerBound": 0.11045071994022279
+          "successRate": 0.11253255883641057,
+          "wilsonLowerBound": 0.11044689658290072
         },
         "vllm-patch-tokenizer": {
           "framework": "vllm-patch-tokenizer",
-          "modelCount": 42219,
+          "modelCount": 42344,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 5187,
-          "successRate": 0.1228593761102821,
-          "wilsonLowerBound": 0.1197622275807068
+          "successCount": 5200,
+          "successRate": 0.12280370300396751,
+          "wilsonLowerBound": 0.11971169304630133
         },
         "vllm_fix_tokenizer": {
           "framework": "vllm_fix_tokenizer",
-          "modelCount": 36647,
+          "modelCount": 36840,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 3507,
-          "successRate": 0.09569678281987612,
-          "wilsonLowerBound": 0.09272710607385085
+          "successCount": 3513,
+          "successRate": 0.09535830618892509,
+          "wilsonLowerBound": 0.092401098622068
         }
       },
       "Iluvatar_bi-150": {
         "llamacpp": {
           "framework": "llamacpp",
-          "modelCount": 89842,
+          "modelCount": 89914,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 21666,
-          "successRate": 0.24115669731306072,
-          "wilsonLowerBound": 0.2383704832017292
+          "successCount": 21711,
+          "successRate": 0.2414640656627444,
+          "wilsonLowerBound": 0.23867773514540452
         },
         "transformers": {
           "framework": "transformers",
-          "modelCount": 5353,
+          "modelCount": 5356,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 577,
-          "successRate": 0.10779002428544741,
-          "wilsonLowerBound": 0.09976182124253666
+          "successRate": 0.10772964899178492,
+          "wilsonLowerBound": 0.09970570228906317
         },
         "vllm": {
           "framework": "vllm",
-          "modelCount": 112719,
+          "modelCount": 112723,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 16523,
-          "successRate": 0.1465857575031716,
-          "wilsonLowerBound": 0.14453297651148447
+          "successCount": 16525,
+          "successRate": 0.14659829848389413,
+          "wilsonLowerBound": 0.14454548012648705
         },
         "vllm_0_17_0_corex_4_4_0": {
           "framework": "vllm_0_17_0_corex_4_4_0",
-          "modelCount": 19385,
+          "modelCount": 19491,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 3680,
-          "successRate": 0.1898375032241424,
-          "wilsonLowerBound": 0.18437838455653657
+          "successCount": 3683,
+          "successRate": 0.18895900672105073,
+          "wilsonLowerBound": 0.18352453112791606
         },
         "vllm_fix_tokenizer": {
           "framework": "vllm_fix_tokenizer",
-          "modelCount": 43109,
+          "modelCount": 43127,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 5601,
-          "successRate": 0.1299264654712473,
-          "wilsonLowerBound": 0.1267854699564439
+          "successCount": 5605,
+          "successRate": 0.1299649871310316,
+          "wilsonLowerBound": 0.1268242368163194
         },
         "vllm_tokenizer_patch": {
           "framework": "vllm_tokenizer_patch",
-          "modelCount": 7136,
+          "modelCount": 7180,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 612,
-          "successRate": 0.08576233183856502,
-          "wilsonLowerBound": 0.07948623330640471
+          "successCount": 617,
+          "successRate": 0.08593314763231198,
+          "wilsonLowerBound": 0.0796697160147846
         }
       },
       "Iluvatar_mrv-100": {
@@ -229,90 +229,90 @@
         },
         "vllm": {
           "framework": "vllm",
-          "modelCount": 32116,
+          "modelCount": 32144,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 5988,
-          "successRate": 0.1864491219329929,
-          "wilsonLowerBound": 0.18222712215271233
+          "successCount": 6003,
+          "successRate": 0.18675335988053757,
+          "wilsonLowerBound": 0.18253047165664849
         }
       },
       "Kunlunxin_p-800": {
         "vllm": {
           "framework": "vllm",
-          "modelCount": 61191,
+          "modelCount": 61199,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 12401,
-          "successRate": 0.20266052197218545,
-          "wilsonLowerBound": 0.19949416666317507
+          "successRate": 0.20263402996780994,
+          "wilsonLowerBound": 0.1994680373056249
         },
         "vllm_fix_tokenizer": {
           "framework": "vllm_fix_tokenizer",
-          "modelCount": 10062,
+          "modelCount": 10149,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 2961,
-          "successRate": 0.29427549194991054,
-          "wilsonLowerBound": 0.28545087928858304
+          "successCount": 2994,
+          "successRate": 0.29500443393437775,
+          "wilsonLowerBound": 0.28621071859134584
         },
         "vllm_tokenizer_patch": {
           "framework": "vllm_tokenizer_patch",
-          "modelCount": 14029,
+          "modelCount": 14062,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 3529,
-          "successRate": 0.2515503599686364,
-          "wilsonLowerBound": 0.24443883676843695
+          "successCount": 3534,
+          "successRate": 0.25131560233252737,
+          "wilsonLowerBound": 0.24421463351080622
         }
       },
       "MetaX_c-500": {
         "vllm": {
           "framework": "vllm",
-          "modelCount": 63555,
+          "modelCount": 63633,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 17406,
-          "successRate": 0.2738730233655889,
-          "wilsonLowerBound": 0.27041970257084336
+          "successCount": 17436,
+          "successRate": 0.2740087690349347,
+          "wilsonLowerBound": 0.2705570141588735
         },
         "vllm_tokenizer_patch": {
           "framework": "vllm_tokenizer_patch",
-          "modelCount": 187,
+          "modelCount": 196,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 125,
-          "successRate": 0.6684491978609626,
-          "wilsonLowerBound": 0.5981796683409485
+          "successCount": 132,
+          "successRate": 0.673469387755102,
+          "wilsonLowerBound": 0.6050312299902708
         }
       },
       "Mthreads_s4000": {
         "llamacpp": {
           "framework": "llamacpp",
-          "modelCount": 47174,
+          "modelCount": 47193,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 20822,
-          "successRate": 0.4413872048162123,
-          "wilsonLowerBound": 0.4369112081499924
+          "successCount": 20834,
+          "successRate": 0.44146377640751805,
+          "wilsonLowerBound": 0.43698859210555074
         },
         "vllm": {
           "framework": "vllm",
-          "modelCount": 37504,
+          "modelCount": 37533,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 3876,
-          "successRate": 0.10334897610921502,
-          "wilsonLowerBound": 0.10030855969883865
+          "successCount": 3893,
+          "successRate": 0.10372205792236165,
+          "wilsonLowerBound": 0.10067785185785727
         },
         "vllm_tokenizer_patch": {
           "framework": "vllm_tokenizer_patch",
-          "modelCount": 754,
+          "modelCount": 762,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 0,
           "successRate": 0.0,
-          "wilsonLowerBound": 4.3148248291150565e-19
+          "wilsonLowerBound": 0.0
         }
       },
       "Sunrise_pt-200-x1": {
@@ -336,159 +336,159 @@
         },
         "vllm_fix_tokenizer": {
           "framework": "vllm_fix_tokenizer",
-          "modelCount": 6353,
+          "modelCount": 6370,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 2739,
-          "successRate": 0.4311348968991028,
-          "wilsonLowerBound": 0.4190020694716365
+          "successCount": 2746,
+          "successRate": 0.43108320251177396,
+          "wilsonLowerBound": 0.4189667182513431
         }
       },
       "Vastai_va16": {
         "vllm": {
           "framework": "vllm",
-          "modelCount": 7391,
+          "modelCount": 7392,
           "officialConfigError": null,
           "officialConfigValid": true,
           "successCount": 240,
-          "successRate": 0.03247192531457178,
-          "wilsonLowerBound": 0.02866754709140733
+          "successRate": 0.032467532467532464,
+          "wilsonLowerBound": 0.028663661771611153
         },
         "vllm_fix_tokenizer": {
           "framework": "vllm_fix_tokenizer",
-          "modelCount": 13648,
+          "modelCount": 13744,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 4428,
-          "successRate": 0.32444314185228607,
-          "wilsonLowerBound": 0.31663893382137076
+          "successCount": 4459,
+          "successRate": 0.3244324796274738,
+          "wilsonLowerBound": 0.31665546608651535
         }
       },
       "hygon_k100-ai": {
         "llamacpp": {
           "framework": "llamacpp",
-          "modelCount": 27064,
+          "modelCount": 27090,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 13778,
-          "successRate": 0.509089565474431,
-          "wilsonLowerBound": 0.5031326483331547
+          "successCount": 13796,
+          "successRate": 0.509265411590993,
+          "wilsonLowerBound": 0.5033113674672747
         },
         "vllm": {
           "framework": "vllm",
-          "modelCount": 63998,
+          "modelCount": 64048,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 6565,
-          "successRate": 0.10258133066658333,
-          "wilsonLowerBound": 0.10025439462268444
+          "successCount": 6575,
+          "successRate": 0.10265738196352736,
+          "wilsonLowerBound": 0.10033056937131402
         },
         "vllm-patch-tokenizer": {
           "framework": "vllm-patch-tokenizer",
-          "modelCount": 12875,
+          "modelCount": 12889,
           "officialConfigError": null,
           "officialConfigValid": true,
-          "successCount": 1938,
-          "successRate": 0.1505242718446602,
-          "wilsonLowerBound": 0.14445179089486898
+          "successCount": 1944,
+          "successRate": 0.15082628598029327,
+          "wilsonLowerBound": 0.14475186878716254
         }
       }
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-27T05:24:49.178762+00:00",
+  "generatedAt": "2026-09-27T05:26:38.077246+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1278.223880597015,
+      "backlogHours": 1297.7272727272727,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.0451728206940376,
-      "queueFactor": 0.9220790249156158,
-      "queueWeight": 0.9220790249156158,
-      "recentSuccess": 53,
-      "recentSuccessRate": 0.39552238805970147,
-      "recentTerminal": 134,
-      "recentWilsonLowerBound": 0.3167537760660782,
+      "qualityFactor": 0.9486468598466029,
+      "queueFactor": 0.921263709660573,
+      "queueWeight": 0.921263709660573,
+      "recentSuccess": 51,
+      "recentSuccessRate": 0.38636363636363635,
+      "recentTerminal": 132,
+      "recentWilsonLowerBound": 0.307631310133776,
       "running": 8,
-      "selectionWeight": 0.9637319353738619,
+      "selectionWeight": 0.873953925260135,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.333333333333332,
-      "waiting": 28547
+      "throughputPerHour": 22.0,
+      "waiting": 28550
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 140.15028901734104,
+      "backlogHours": 137.9318181818182,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.10106058122518023,
-      "queueFactor": 1.2846064029941155,
-      "queueWeight": 1.2846064029941155,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.15606936416184972,
-      "recentTerminal": 173,
-      "recentWilsonLowerBound": 0.10953101490588989,
+      "qualityFactor": 0.10358801096241857,
+      "queueFactor": 1.289471683056078,
+      "queueWeight": 1.289471683056078,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.1590909090909091,
+      "recentTerminal": 176,
+      "recentWilsonLowerBound": 0.11242190844886836,
       "running": 8,
-      "selectionWeight": 0.12982306973217342,
+      "selectionWeight": 0.13357380684014133,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 28.833333333333332,
-      "waiting": 4041
+      "throughputPerHour": 29.333333333333332,
+      "waiting": 4046
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1538.0338983050847,
+      "backlogHours": 1488.5901639344263,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2344189486474306,
-      "queueFactor": 0.8968386079822717,
-      "queueWeight": 0.8968386079822717,
-      "recentSuccess": 15,
-      "recentSuccessRate": 0.2542372881355932,
-      "recentTerminal": 59,
-      "recentWilsonLowerBound": 0.1605583829520582,
+      "qualityFactor": 0.25194927777870296,
+      "queueFactor": 0.9024958360403955,
+      "queueWeight": 0.9024958360403955,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.26229508196721313,
+      "recentTerminal": 61,
+      "recentWilsonLowerBound": 0.16838645195913182,
       "running": 7,
-      "selectionWeight": 0.2102359635896293,
+      "selectionWeight": 0.22738317408866437,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.833333333333334,
-      "waiting": 15124
+      "throughputPerHour": 10.166666666666666,
+      "waiting": 15134
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 417.8095238095238,
+      "backlogHours": 408.2325581395349,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.24991794831043357,
-      "queueFactor": 1.0904667598494757,
-      "queueWeight": 1.0904667598494757,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.23015873015873015,
-      "recentTerminal": 126,
-      "recentWilsonLowerBound": 0.16529948502667766,
+      "qualityFactor": 0.2734527923240669,
+      "queueFactor": 1.095784953688872,
+      "queueWeight": 1.095784953688872,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.24031007751937986,
+      "recentTerminal": 129,
+      "recentWilsonLowerBound": 0.174773258993859,
       "running": 7,
-      "selectionWeight": 0.2725272153223072,
+      "selectionWeight": 0.29964545537292037,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.0,
-      "waiting": 8774
+      "throughputPerHour": 21.5,
+      "waiting": 8777
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 39.275862068965516,
+      "backlogHours": 38.97421203438395,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -497,197 +497,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.040229885057471264,
-      "recentTerminal": 348,
-      "recentWilsonLowerBound": 0.024112699680389996,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.045845272206303724,
+      "recentTerminal": 349,
+      "recentWilsonLowerBound": 0.028413347875317952,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 58.0,
-      "waiting": 2278
+      "throughputPerHour": 58.166666666666664,
+      "waiting": 2267
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 92.66453674121406,
+      "backlogHours": 90.20560747663552,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.12464000479813109,
+      "qualityFactor": 0.11401169770606709,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 49,
-      "recentSuccessRate": 0.15654952076677317,
-      "recentTerminal": 313,
-      "recentWilsonLowerBound": 0.1204855991222121,
-      "running": 10,
-      "selectionWeight": 0.16203200623757041,
+      "recentSuccessRate": 0.1526479750778816,
+      "recentTerminal": 321,
+      "recentWilsonLowerBound": 0.11742976430816164,
+      "running": 7,
+      "selectionWeight": 0.1482152070178872,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 52.166666666666664,
-      "waiting": 4834
+      "throughputPerHour": 53.5,
+      "waiting": 4826
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2592.972972972973,
+      "backlogHours": 2524.7368421052633,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.46059296680604905,
-      "queueFactor": 0.8292576440783302,
-      "queueWeight": 0.8292576440783302,
+      "qualityFactor": 0.41872304881823424,
+      "queueFactor": 0.8337369725144361,
+      "queueWeight": 0.8337369725144361,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.35135135135135137,
-      "recentTerminal": 37,
-      "recentWilsonLowerBound": 0.21825406631100872,
+      "recentSuccessRate": 0.34210526315789475,
+      "recentTerminal": 38,
+      "recentWilsonLowerBound": 0.21212220026458956,
       "running": 2,
-      "selectionWeight": 0.3819502385326328,
+      "selectionWeight": 0.34910488704372905,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.166666666666667,
+      "throughputPerHour": 6.333333333333333,
       "waiting": 15990
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 408.0,
+      "backlogHours": 445.86046511627904,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.23081781522727057,
-      "queueFactor": 1.0943598660017566,
-      "queueWeight": 1.0943598660017566,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.2198581560283688,
-      "recentTerminal": 141,
-      "recentWilsonLowerBound": 0.15943251615033457,
+      "qualityFactor": 0.22930216019989694,
+      "queueFactor": 1.0813882188614414,
+      "queueWeight": 1.0813882188614414,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.2248062015503876,
+      "recentTerminal": 129,
+      "recentWilsonLowerBound": 0.16132957033677464,
       "running": 8,
-      "selectionWeight": 0.25259775334293405,
+      "selectionWeight": 0.24796465459964745,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 23.5,
-      "waiting": 9588
+      "throughputPerHour": 21.5,
+      "waiting": 9586
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 528.75,
+      "backlogHours": 542.5641025641025,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.4585542872866024,
-      "queueFactor": 1.052620018258423,
-      "queueWeight": 1.052620018258423,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.2916666666666667,
-      "recentTerminal": 120,
-      "recentWilsonLowerBound": 0.21781442705981954,
+      "qualityFactor": 0.43587076217830445,
+      "queueFactor": 1.0500109306715133,
+      "queueWeight": 1.0500109306715133,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.2905982905982906,
+      "recentTerminal": 117,
+      "recentWilsonLowerBound": 0.21602760266916318,
       "running": 4,
-      "selectionWeight": 0.4826834222561016,
+      "selectionWeight": 0.4576690646473433,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.0,
-      "waiting": 10575
+      "throughputPerHour": 19.5,
+      "waiting": 10580
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2487.529411764706,
+      "backlogHours": 2349.1111111111113,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8344377596273088,
-      "queueWeight": 0.8344377596273088,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.6078431372549019,
-      "recentTerminal": 51,
-      "recentWilsonLowerBound": 0.4708491122516505,
+      "queueFactor": 0.8428027513741636,
+      "queueWeight": 0.8428027513741636,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.6111111111111112,
+      "recentTerminal": 54,
+      "recentWilsonLowerBound": 0.4778805658150834,
       "running": 4,
-      "selectionWeight": 2.086094399068272,
+      "selectionWeight": 2.107006878435409,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.5,
-      "waiting": 21144
+      "throughputPerHour": 9.0,
+      "waiting": 21142
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 4117.75,
+      "backlogHours": 4296.782608695652,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.4302248340407136,
-      "queueFactor": 0.7736778896365823,
-      "queueWeight": 0.7736778896365823,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.375,
-      "recentTerminal": 24,
-      "recentWilsonLowerBound": 0.21159133433631455,
+      "qualityFactor": 0.3214743412218518,
+      "queueFactor": 0.7698213851295211,
+      "queueWeight": 0.7698213851295211,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.34782608695652173,
+      "recentTerminal": 23,
+      "recentWilsonLowerBound": 0.18811054636982238,
       "running": 2,
-      "selectionWeight": 0.3328554416698682,
+      "selectionWeight": 0.24747782264300627,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 4.0,
+      "throughputPerHour": 3.8333333333333335,
       "waiting": 16471
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 744.2654867256638,
+      "backlogHours": 751.1785714285713,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.32030833979402273,
+      "qualityFactor": 0.31639143129771075,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
       "recentSuccess": 29,
-      "recentSuccessRate": 0.25663716814159293,
-      "recentTerminal": 113,
-      "recentWilsonLowerBound": 0.18503685046249974,
+      "recentSuccessRate": 0.25892857142857145,
+      "recentTerminal": 112,
+      "recentWilsonLowerBound": 0.18675273129699618,
       "running": 16,
-      "selectionWeight": 0.32030833979402273,
+      "selectionWeight": 0.31639143129771075,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.833333333333332,
-      "waiting": 14017
+      "throughputPerHour": 18.666666666666668,
+      "waiting": 14022
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 761.2608695652174,
+      "backlogHours": 755.8705035971223,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.12295923024939877,
-      "queueFactor": 0.9966189851487981,
-      "queueWeight": 0.9966189851487981,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.17391304347826086,
-      "recentTerminal": 138,
-      "recentWilsonLowerBound": 0.11974434024398473,
+      "qualityFactor": 0.13056896982925478,
+      "queueFactor": 0.9990664358020508,
+      "queueWeight": 0.9990664358020508,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.17985611510791366,
+      "recentTerminal": 139,
+      "recentWilsonLowerBound": 0.12489545308444837,
       "running": 6,
-      "selectionWeight": 0.1225435032658332,
+      "selectionWeight": 0.13044707531365907,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 23.0,
-      "waiting": 17509
+      "throughputPerHour": 23.166666666666668,
+      "waiting": 17511
     }
   },
-  "queueAttemptedAt": "2026-09-27T05:14:54.464693+00:00",
+  "queueAttemptedAt": "2026-09-27T05:26:38.077246+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-27T05:14:54.464693+00:00",
+  "queueUpdatedAt": "2026-09-27T05:26:38.077246+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e0cf035750..fdf1b3a0be 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-27T05:24:49.178762+00:00",
+  "catalogUpdatedAt": "2026-09-27T05:26:38.077246+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-27T05:24:49.178762+00:00",
+  "generatedAt": "2026-09-27T05:26:38.077246+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6192,6 +6192,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-27T05:24:49.178762+00:00",
+  "taskTreeUpdatedAt": "2026-09-27T05:26:38.077246+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 99c1d49eb9..93c86d35e7 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "a8323a373dd28ca447dd1b16bfe0e1f37271d9ebed167050caaae89b1174f1bd",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "a126a67073a8c83138c3f0466436c58c26a40b835a052c05ce3d3f46ce1aeb36",
-    ".modelhub_state/official_capabilities.json": "b490fada2be75e763aa50dd4d409e6b54a13574d0ce294bdec48c57481a3e013",
+    ".modelhub_state/market_intelligence.json": "ebaee0ce98588285ddf09747cfd785730309d13d278d31fa1c9d5a2cdaaf375a",
+    ".modelhub_state/official_capabilities.json": "2492f1eed5e099cf3607846ba204b413b3051d55c6a122fc54f5833323f7cbb1",
     ".modelhub_state/outcome_checkpoint.json": "39ccf229815ac385b96bff98a937b44d78461ed396fe260dd05d34ccea44182d",
     ".modelhub_state/queue_cleanup_latest.json": "b69db35ea5af4823fabc8c6619e19c96122a741133f3b8872b1f872f790bc44e",
     ".modelhub_state/recent_outcomes.jsonl": "ee660e2e4dd35948a82b7313a4633d5f5bc6f9dbea4bd4efbc7fdd8fa633478f",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "7ed8f12a4c918273144f4bd6bf410de5d3f44018577752cb9e62a628226fc0fc",
     "outcomes/submissions.jsonl": "98d23c0b5b8ac847c464c746e07949b779475779f0f59984b36e6b8ab7481a15"
   },
-  "generation": 17077,
+  "generation": 17078,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-27T05:24:52.248296+00:00",
+  "updatedAt": "2026-09-27T05:26:41.135385+00:00",
   "writerId": "6e8ddfbd92ca45ccaf79298516f8a6ea"
 }