diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f6366d33e6..a6111f0915 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-09-28T11:39:48.069199+00:00",
+  "communityAttemptedAt": "2026-09-28T11:56:43.756307+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-09-28T11:39:48.069199+00:00",
+  "communityUpdatedAt": "2026-09-28T11:56:43.756307+00:00",
   "frameworkAttemptedAt": "2026-09-28T09:02:33.955118+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-28T11:54:23.455870+00:00",
+  "generatedAt": "2026-09-28T11:56:43.756307+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1141.2941176470588,
+      "backlogHours": 1126.6451612903227,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.937650640983427,
-      "queueWeight": 0.937650640983427,
-      "recentSuccess": 52,
-      "recentSuccessRate": 0.33986928104575165,
-      "recentTerminal": 153,
-      "recentWilsonLowerBound": 0.26955735281367826,
+      "queueFactor": 0.9439238266757692,
+      "queueWeight": 0.9439238266757692,
+      "recentSuccess": 51,
+      "recentSuccessRate": 0.32903225806451614,
+      "recentTerminal": 155,
+      "recentWilsonLowerBound": 0.2599794092229003,
       "running": 8,
-      "selectionWeight": 2.3441266024585676,
+      "selectionWeight": 2.359809566689423,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.5,
-      "waiting": 29103
+      "throughputPerHour": 25.833333333333332,
+      "waiting": 29105
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 121.81333333333333,
+      "backlogHours": 121.46017699115045,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.1731265028560164,
+      "qualityFactor": 0.18562037886000082,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.11555555555555555,
-      "recentTerminal": 225,
-      "recentWilsonLowerBound": 0.08008865074450555,
-      "running": 9,
-      "selectionWeight": 0.22506445371282136,
+      "recentSuccessRate": 0.11504424778761062,
+      "recentTerminal": 226,
+      "recentWilsonLowerBound": 0.07972861983893585,
+      "running": 8,
+      "selectionWeight": 0.24130649251800107,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 37.5,
-      "waiting": 4568
+      "throughputPerHour": 37.666666666666664,
+      "waiting": 4575
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1391.5522388059703,
+      "backlogHours": 1332.257142857143,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.24755660230098503,
-      "queueFactor": 0.9101768066661331,
-      "queueWeight": 0.9101768066661331,
-      "recentSuccess": 11,
-      "recentSuccessRate": 0.16417910447761194,
-      "recentTerminal": 67,
-      "recentWilsonLowerBound": 0.0942251563376206,
+      "qualityFactor": 0.311465554994693,
+      "queueFactor": 0.920485207259321,
+      "queueWeight": 0.920485207259321,
+      "recentSuccess": 12,
+      "recentSuccessRate": 0.17142857142857143,
+      "recentTerminal": 70,
+      "recentWilsonLowerBound": 0.10087625712010549,
       "running": 7,
-      "selectionWeight": 0.22532027775142846,
+      "selectionWeight": 0.2866994359434294,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 11.166666666666666,
-      "waiting": 15539
+      "throughputPerHour": 11.666666666666666,
+      "waiting": 15543
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 479.4107142857143,
+      "backlogHours": 488.5636363636364,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.46943721628938984,
-      "queueFactor": 1.0679342898336783,
-      "queueWeight": 1.0679342898336783,
+      "qualityFactor": 0.5295003035909116,
+      "queueFactor": 1.0699582979570534,
+      "queueWeight": 1.0699582979570534,
       "recentSuccess": 21,
-      "recentSuccessRate": 0.1875,
-      "recentTerminal": 112,
-      "recentWilsonLowerBound": 0.12603362094830625,
+      "recentSuccessRate": 0.19090909090909092,
+      "recentTerminal": 110,
+      "recentWilsonLowerBound": 0.12839312602494252,
       "running": 7,
-      "selectionWeight": 0.5013281001995084,
+      "selectionWeight": 0.5665432435978749,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 18.666666666666668,
-      "waiting": 8949
+      "throughputPerHour": 18.333333333333332,
+      "waiting": 8957
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 31.797169811320753,
+      "backlogHours": 32.16229116945107,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -498,196 +498,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 19,
-      "recentSuccessRate": 0.04481132075471698,
-      "recentTerminal": 424,
-      "recentWilsonLowerBound": 0.028872578805976302,
-      "running": 25,
+      "recentSuccessRate": 0.045346062052505964,
+      "recentTerminal": 419,
+      "recentWilsonLowerBound": 0.029219377558059048,
+      "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 70.66666666666667,
-      "waiting": 2247
+      "throughputPerHour": 69.83333333333333,
+      "waiting": 2246
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 109.81751824817519,
+      "backlogHours": 115.28735632183908,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.9553376123795155,
+      "qualityFactor": 1.1543690908890318,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 60,
-      "recentSuccessRate": 0.21897810218978103,
-      "recentTerminal": 274,
-      "recentWilsonLowerBound": 0.17408035315246112,
-      "running": 4,
-      "selectionWeight": 1.2419388960933702,
+      "recentSuccessRate": 0.22988505747126436,
+      "recentTerminal": 261,
+      "recentWilsonLowerBound": 0.182976630448506,
+      "running": 5,
+      "selectionWeight": 1.5006798181557415,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 45.666666666666664,
+      "throughputPerHour": 43.5,
       "waiting": 5015
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2439.6,
+      "backlogHours": 2502.0,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.3085579286500626,
-      "queueFactor": 0.8366674973939668,
-      "queueWeight": 0.8366674973939668,
+      "qualityFactor": 1.5034905896760118,
+      "queueFactor": 0.8374558609416815,
+      "queueWeight": 0.8374558609416815,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.325,
-      "recentTerminal": 40,
-      "recentWilsonLowerBound": 0.20084316962661727,
+      "recentSuccessRate": 0.3333333333333333,
+      "recentTerminal": 39,
+      "recentWilsonLowerBound": 0.2063276610691516,
       "running": 2,
-      "selectionWeight": 1.094827887358681,
+      "selectionWeight": 1.2591070061948408,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.666666666666667,
-      "waiting": 16264
+      "throughputPerHour": 6.5,
+      "waiting": 16263
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 432.04545454545456,
+      "backlogHours": 419.3382352941176,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.8388692105654492,
-      "queueFactor": 1.084729061282208,
-      "queueWeight": 1.084729061282208,
+      "qualityFactor": 0.8488302429672836,
+      "queueFactor": 1.0947636091051824,
+      "queueWeight": 1.0947636091051824,
       "recentSuccess": 30,
-      "recentSuccessRate": 0.22727272727272727,
-      "recentTerminal": 132,
-      "recentWilsonLowerBound": 0.1640910639205752,
+      "recentSuccessRate": 0.22058823529411764,
+      "recentTerminal": 136,
+      "recentWilsonLowerBound": 0.15911201250331414,
       "running": 8,
-      "selectionWeight": 0.9099458113152066,
+      "selectionWeight": 0.9292684603084923,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.0,
+      "throughputPerHour": 22.666666666666668,
       "waiting": 9505
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 592.766355140187,
+      "backlogHours": 581.6146788990825,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.5206142236114544,
-      "queueFactor": 1.0344706177785068,
-      "queueWeight": 1.0344706177785068,
-      "recentSuccess": 21,
-      "recentSuccessRate": 0.19626168224299065,
-      "recentTerminal": 107,
-      "recentWilsonLowerBound": 0.13210310034736822,
-      "running": 5,
-      "selectionWeight": 0.5385601175236189,
+      "qualityFactor": 0.6130639331824181,
+      "queueFactor": 1.0423407538484848,
+      "queueWeight": 1.0423407538484848,
+      "recentSuccess": 22,
+      "recentSuccessRate": 0.2018348623853211,
+      "recentTerminal": 109,
+      "recentWilsonLowerBound": 0.13723625011246085,
+      "running": 4,
+      "selectionWeight": 0.6390215222706789,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 17.833333333333332,
-      "waiting": 10571
+      "throughputPerHour": 18.166666666666668,
+      "waiting": 10566
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2072.15625,
+      "backlogHours": 2040.0923076923075,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 2.1723408997957034,
-      "queueFactor": 0.8574075761422033,
-      "queueWeight": 0.8574075761422033,
+      "qualityFactor": 2.2686328699411895,
+      "queueFactor": 0.8634904711763117,
+      "queueWeight": 0.8634904711763117,
       "recentSuccess": 23,
-      "recentSuccessRate": 0.359375,
-      "recentTerminal": 64,
-      "recentWilsonLowerBound": 0.2528823053221461,
+      "recentSuccessRate": 0.35384615384615387,
+      "recentTerminal": 65,
+      "recentWilsonLowerBound": 0.24875289260022027,
       "running": 4,
-      "selectionWeight": 1.8625815454484071,
+      "selectionWeight": 1.958942865791586,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.666666666666666,
-      "waiting": 22103
+      "throughputPerHour": 10.833333333333334,
+      "waiting": 22101
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2120.625,
+      "backlogHours": 2165.872340425532,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.40084370873122566,
-      "queueFactor": 0.8544390925864661,
-      "queueWeight": 0.8544390925864661,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.20833333333333334,
-      "recentTerminal": 48,
-      "recentWilsonLowerBound": 0.11730147795889814,
+      "qualityFactor": 0.3341946824622533,
+      "queueFactor": 0.8557759826913596,
+      "queueWeight": 0.8557759826913596,
+      "recentSuccess": 9,
+      "recentSuccessRate": 0.19148936170212766,
+      "recentTerminal": 47,
+      "recentWilsonLowerBound": 0.10415815605310119,
       "running": 2,
-      "selectionWeight": 0.3424965347573022,
+      "selectionWeight": 0.2859957827943617,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 8.0,
-      "waiting": 16965
+      "throughputPerHour": 7.833333333333333,
+      "waiting": 16966
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 766.5132743362832,
+      "backlogHours": 766.8318584070797,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.659398990154652,
-      "queueFactor": 0.9953429383950589,
-      "queueWeight": 0.9953429383950589,
+      "qualityFactor": 0.7140279039114874,
+      "queueFactor": 1.0,
+      "queueWeight": 1.0,
       "recentSuccess": 24,
       "recentSuccessRate": 0.21238938053097345,
       "recentTerminal": 113,
       "recentWilsonLowerBound": 0.14708352590805174,
       "running": 16,
-      "selectionWeight": 0.6563281284352659,
+      "selectionWeight": 0.7140279039114874,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 18.833333333333332,
-      "waiting": 14436
+      "waiting": 14442
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 743.027027027027,
+      "backlogHours": 769.1748251748252,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 1.120410930230169,
-      "queueFactor": 1.0,
-      "queueWeight": 1.0,
-      "recentSuccess": 37,
-      "recentSuccessRate": 0.25,
-      "recentTerminal": 148,
-      "recentWilsonLowerBound": 0.18716024485032812,
+      "qualityFactor": 1.2215573853722008,
+      "queueFactor": 0.9995424956265088,
+      "queueWeight": 0.9995424956265088,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.2517482517482518,
+      "recentTerminal": 143,
+      "recentWilsonLowerBound": 0.18774286311226693,
       "running": 6,
-      "selectionWeight": 1.120410930230169,
+      "selectionWeight": 1.2209985175259226,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.666666666666668,
-      "waiting": 18328
+      "throughputPerHour": 23.833333333333332,
+      "waiting": 18332
     }
   },
-  "queueAttemptedAt": "2026-09-28T11:45:39.380242+00:00",
+  "queueAttemptedAt": "2026-09-28T11:56:43.756307+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-28T11:45:39.380242+00:00",
+  "queueUpdatedAt": "2026-09-28T11:56:43.756307+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 2476e9f443..03ab2ad1b1 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-28T11:54:23.455870+00:00",
+  "catalogUpdatedAt": "2026-09-28T11:56:43.756307+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-28T11:54:23.455870+00:00",
+  "generatedAt": "2026-09-28T11:56:43.756307+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6572,6 +6572,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-28T11:54:23.455870+00:00",
+  "taskTreeUpdatedAt": "2026-09-28T11:56:43.756307+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index ddf55d131b..502df540bd 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "f438b0c67ef619af02f48fd503cee3950193e8fb61834d09c877d268b17e328e",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "f92b57008964843ed9f3c7b41bbbf6c0d4f42a57335b72eb06138c490c3633fa",
-    ".modelhub_state/official_capabilities.json": "24ade6b877dc77c03d9b504636d49f68866ade5cba4e70432bc31ded53d06ff8",
+    ".modelhub_state/market_intelligence.json": "7a632371495c5429e1fb45f593996630bd2268fa2a05eef42197594d29ba994c",
+    ".modelhub_state/official_capabilities.json": "1bd707aef48260abafae2401e7cecc279c71dcbd2cf02e8559635bf5830d35bd",
     ".modelhub_state/outcome_checkpoint.json": "33d1329c90a26d4a53ad4d074a2710fbc85b1e4e9904e82745ca401fca20c5c9",
     ".modelhub_state/queue_cleanup_latest.json": "f07dbfca00cbe695c81b0b78ae715d619ca73c708b3ceede44a58a76a37c7136",
     ".modelhub_state/recent_outcomes.jsonl": "1dbde9c4996b0dbc395b2b06ede89ee01d228323012054151eb598a3995b826e",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "d6cf9f8b0849833edc1e63ba2a64bbb8fe649c0b13e50dbf3d6c3b29b4a5ab71",
     "outcomes/submissions.jsonl": "66d587a1c85f8d1d75a7727f95adf52312bdd3f379d9023a5f55709842ccb6f5"
   },
-  "generation": 17865,
+  "generation": 17866,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-28T11:54:24.126434+00:00",
+  "updatedAt": "2026-09-28T11:58:34.227848+00:00",
   "writerId": "9d958b95ce4146c9939da0f14b9201ff"
 }