diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index fb138f4701..434a49f977 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-30T13:51:19.162427+00:00",
+  "generatedAt": "2026-09-30T13:56:52.852287+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1048.6064516129034,
+      "backlogHours": 1076.9403973509934,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.0238881661422483,
-      "queueFactor": 0.9964456350595924,
-      "queueWeight": 0.9964456350595924,
-      "recentSuccess": 47,
-      "recentSuccessRate": 0.3032258064516129,
-      "recentTerminal": 155,
-      "recentWilsonLowerBound": 0.23634352265430877,
+      "qualityFactor": 1.0653397789312515,
+      "queueFactor": 0.9997695965807956,
+      "queueWeight": 0.9997695965807956,
+      "recentSuccess": 49,
+      "recentSuccessRate": 0.32450331125827814,
+      "recentTerminal": 151,
+      "recentWilsonLowerBound": 0.2549837940951799,
       "running": 8,
-      "selectionWeight": 1.020248893941614,
+      "selectionWeight": 1.0650943210035713,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.833333333333332,
-      "waiting": 27089
+      "throughputPerHour": 25.166666666666668,
+      "waiting": 27103
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1365.84375,
+      "backlogHours": 1388.0,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9577128949236471,
-      "queueWeight": 0.9577128949236471,
-      "recentSuccess": 56,
-      "recentSuccessRate": 0.4375,
-      "recentTerminal": 128,
-      "recentWilsonLowerBound": 0.3546216845248092,
+      "queueFactor": 0.9624324462602079,
+      "queueWeight": 0.9624324462602079,
+      "recentSuccess": 58,
+      "recentSuccessRate": 0.4603174603174603,
+      "recentTerminal": 126,
+      "recentWilsonLowerBound": 0.37575069319259424,
       "running": 8,
-      "selectionWeight": 2.3942822373091177,
+      "selectionWeight": 2.4060811156505197,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.333333333333332,
-      "waiting": 29138
+      "throughputPerHour": 21.0,
+      "waiting": 29148
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 123.39393939393939,
+      "backlogHours": 126.6839378238342,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.168073113695203,
+      "qualityFactor": 0.12985208433514406,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.14646464646464646,
-      "recentTerminal": 198,
-      "recentWilsonLowerBound": 0.10395304480748267,
+      "recentSuccess": 27,
+      "recentSuccessRate": 0.13989637305699482,
+      "recentTerminal": 193,
+      "recentWilsonLowerBound": 0.09795806709057316,
       "running": 8,
-      "selectionWeight": 0.21849504780376391,
+      "selectionWeight": 0.16880770963568728,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 33.0,
-      "waiting": 4072
+      "throughputPerHour": 32.166666666666664,
+      "waiting": 4075
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1277.8333333333333,
+      "backlogHours": 1228.32,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2772947140745977,
-      "queueFactor": 0.9673293298008414,
-      "queueWeight": 0.9673293298008414,
-      "recentSuccess": 15,
-      "recentSuccessRate": 0.20833333333333334,
-      "recentTerminal": 72,
-      "recentWilsonLowerBound": 0.1305194089904011,
+      "qualityFactor": 0.2664072492362678,
+      "queueFactor": 0.9802389318840368,
+      "queueWeight": 0.9802389318840368,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.21333333333333335,
+      "recentTerminal": 75,
+      "recentWilsonLowerBound": 0.13580086342007996,
       "running": 7,
-      "selectionWeight": 0.2682353099230966,
+      "selectionWeight": 0.2611427574375235,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 12.0,
-      "waiting": 15334
+      "throughputPerHour": 12.5,
+      "waiting": 15354
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 431.0243902439024,
+      "backlogHours": 438.396694214876,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.4488079816320445,
-      "queueFactor": 1.1385974608220353,
-      "queueWeight": 1.1385974608220353,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.22764227642276422,
-      "recentTerminal": 123,
-      "recentWilsonLowerBound": 0.16245354051668648,
+      "qualityFactor": 0.33676847952716776,
+      "queueFactor": 1.144059430009665,
+      "queueWeight": 1.144059430009665,
+      "recentSuccess": 26,
+      "recentSuccessRate": 0.21487603305785125,
+      "recentTerminal": 121,
+      "recentWilsonLowerBound": 0.15106665784733153,
       "running": 7,
-      "selectionWeight": 0.5110116282829085,
+      "selectionWeight": 0.38528315473307306,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.5,
-      "waiting": 8836
+      "throughputPerHour": 20.166666666666668,
+      "waiting": 8841
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 34.24083769633508,
+      "backlogHours": 31.59806295399516,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,196 +558,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.020942408376963352,
-      "recentTerminal": 382,
-      "recentWilsonLowerBound": 0.010649083401470152,
+      "recentSuccessRate": 0.01937046004842615,
+      "recentTerminal": 413,
+      "recentWilsonLowerBound": 0.009847157126564136,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 63.666666666666664,
-      "waiting": 2180
+      "throughputPerHour": 68.83333333333333,
+      "waiting": 2175
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 99.56913183279742,
+      "backlogHours": 94.9877300613497,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.0926386118149036,
+      "qualityFactor": 0.07913869997507787,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.10932475884244373,
-      "recentTerminal": 311,
-      "recentWilsonLowerBound": 0.07929457648263519,
-      "running": 1,
-      "selectionWeight": 0.12043019535937469,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.10736196319018405,
+      "recentTerminal": 326,
+      "recentWilsonLowerBound": 0.07821420863305376,
+      "running": 3,
+      "selectionWeight": 0.10288030996760124,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 51.833333333333336,
+      "throughputPerHour": 54.333333333333336,
       "waiting": 5161
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2252.0,
+      "backlogHours": 2306.9268292682927,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.963385796369358,
-      "queueFactor": 0.8885057239152718,
-      "queueWeight": 0.8885057239152718,
+      "qualityFactor": 0.8977325467651842,
+      "queueFactor": 0.8918125975094907,
+      "queueWeight": 0.8918125975094907,
       "recentSuccess": 15,
-      "recentSuccessRate": 0.35714285714285715,
-      "recentTerminal": 42,
-      "recentWilsonLowerBound": 0.22988992501626865,
+      "recentSuccessRate": 0.36585365853658536,
+      "recentTerminal": 41,
+      "recentWilsonLowerBound": 0.23589630416936813,
       "running": 2,
-      "selectionWeight": 0.855973794412847,
+      "selectionWeight": 0.8006091943994693,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 7.0,
+      "throughputPerHour": 6.833333333333333,
       "waiting": 15764
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 316.6056338028169,
+      "backlogHours": 325.6521739130435,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.32402906670894116,
-      "queueFactor": 1.1925255485426003,
-      "queueWeight": 1.1925255485426003,
+      "qualityFactor": 0.3043515043719896,
+      "queueFactor": 1.1962324479121813,
+      "queueWeight": 1.1962324479121813,
       "recentSuccess": 28,
-      "recentSuccessRate": 0.19718309859154928,
-      "recentTerminal": 142,
-      "recentWilsonLowerBound": 0.14009467707014484,
+      "recentSuccessRate": 0.2028985507246377,
+      "recentTerminal": 138,
+      "recentWilsonLowerBound": 0.14427418466892433,
       "running": 8,
-      "selectionWeight": 0.38641294052082686,
+      "selectionWeight": 0.3640751451006601,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 23.666666666666668,
-      "waiting": 7493
+      "throughputPerHour": 23.0,
+      "waiting": 7490
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 546.2086956521739,
+      "backlogHours": 565.9459459459459,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.8079917343939333,
-      "queueFactor": 1.098858308915584,
-      "queueWeight": 1.098858308915584,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.28695652173913044,
-      "recentTerminal": 115,
-      "recentWilsonLowerBound": 0.2122245893047851,
+      "qualityFactor": 0.7113768321748735,
+      "queueFactor": 1.1010636689994866,
+      "queueWeight": 1.1010636689994866,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.2882882882882883,
+      "recentTerminal": 111,
+      "recentWilsonLowerBound": 0.21222208013522115,
       "running": 4,
-      "selectionWeight": 0.8878684308738872,
+      "selectionWeight": 0.7832711848756982,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.166666666666668,
-      "waiting": 10469
+      "throughputPerHour": 18.5,
+      "waiting": 10470
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1737.7105263157896,
+      "backlogHours": 1760.8,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.636123515019943,
-      "queueFactor": 0.9237381349462872,
-      "queueWeight": 0.9237381349462872,
+      "qualityFactor": 1.485978301400387,
+      "queueFactor": 0.9286929984097451,
+      "queueWeight": 0.9286929984097451,
       "recentSuccess": 30,
-      "recentSuccessRate": 0.39473684210526316,
-      "recentTerminal": 76,
-      "recentWilsonLowerBound": 0.2924641219449393,
+      "recentSuccessRate": 0.4,
+      "recentTerminal": 75,
+      "recentWilsonLowerBound": 0.296623430781706,
       "running": 4,
-      "selectionWeight": 1.5113496843062857,
+      "selectionWeight": 1.3800176442993453,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.666666666666666,
-      "waiting": 22011
+      "throughputPerHour": 12.5,
+      "waiting": 22010
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3635.3571428571427,
+      "backlogHours": 3634.7142857142853,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.26004141884617216,
-      "queueFactor": 0.8269198656984879,
-      "queueWeight": 0.8269198656984879,
+      "qualityFactor": 0.2289531497627287,
+      "queueFactor": 0.8330251895445908,
+      "queueWeight": 0.8330251895445908,
       "recentSuccess": 7,
       "recentSuccessRate": 0.25,
       "recentTerminal": 28,
       "recentWilsonLowerBound": 0.12676334942200781,
       "running": 2,
-      "selectionWeight": 0.21503341514832092,
+      "selectionWeight": 0.19072374097792816,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 4.666666666666667,
-      "waiting": 16965
+      "waiting": 16962
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 999.409090909091,
+      "backlogHours": 1073.6341463414635,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.0938356227964559,
-      "queueFactor": 1.003653939337758,
-      "queueWeight": 1.003653939337758,
+      "qualityFactor": 0.09686631996899812,
+      "queueFactor": 1.0002308111301035,
+      "queueWeight": 1.0002308111301035,
       "recentSuccess": 12,
-      "recentSuccessRate": 0.13636363636363635,
-      "recentTerminal": 88,
-      "recentWilsonLowerBound": 0.07975866827381721,
+      "recentSuccessRate": 0.14634146341463414,
+      "recentTerminal": 82,
+      "recentWilsonLowerBound": 0.08574077865956604,
       "running": 16,
-      "selectionWeight": 0.09417849246987488,
+      "selectionWeight": 0.09688867779377913,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 14.666666666666666,
-      "waiting": 14658
+      "throughputPerHour": 13.666666666666666,
+      "waiting": 14673
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1158.3092783505153,
+      "backlogHours": 1221.0652173913043,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.7722217699335515,
-      "queueFactor": 0.981684214542139,
-      "queueWeight": 0.981684214542139,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.28865979381443296,
-      "recentTerminal": 97,
-      "recentWilsonLowerBound": 0.20790125991766098,
+      "qualityFactor": 0.6295479415271708,
+      "queueFactor": 0.9811103262482201,
+      "queueWeight": 0.9811103262482201,
+      "recentSuccess": 26,
+      "recentSuccessRate": 0.2826086956521739,
+      "recentTerminal": 92,
+      "recentWilsonLowerBound": 0.20075548814347025,
       "running": 6,
-      "selectionWeight": 0.7580779216695589,
+      "selectionWeight": 0.6176559863006179,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.166666666666668,
-      "waiting": 18726
+      "throughputPerHour": 15.333333333333334,
+      "waiting": 18723
     }
   },
-  "queueAttemptedAt": "2026-09-30T13:42:13.072932+00:00",
+  "queueAttemptedAt": "2026-09-30T13:56:52.852287+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-30T13:42:13.072932+00:00",
+  "queueUpdatedAt": "2026-09-30T13:56:52.852287+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 69b086feef..c0c8a4726b 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-30T13:51:19.162427+00:00",
+  "catalogUpdatedAt": "2026-09-30T13:56:52.852287+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-30T13:51:19.162427+00:00",
+  "generatedAt": "2026-09-30T13:56:52.852287+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6346,6 +6346,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-30T13:51:19.162427+00:00",
+  "taskTreeUpdatedAt": "2026-09-30T13:56:52.852287+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 5e08d1d423..eaef8d2aa9 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "822516db3e80af65da2f8b55e9787047b103005a1c6e8b47f55c27fdd42d3b74",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "3233ecfe75aa22ccefa5a3f6e520e1a0b94cdd2ffe74b85e9f0e8ca4eba0aefa",
-    ".modelhub_state/official_capabilities.json": "2ad94ab7b856d98587fa45f8455fb972b5bea66632a8588344a795ac103556f7",
+    ".modelhub_state/market_intelligence.json": "dad0ad47217eb687d4fa6d8dab54c4a88d006a0d2283a73854dde8327f02c3b1",
+    ".modelhub_state/official_capabilities.json": "93567ae9e6bbd14c77bba97edf83b9b0c28e912711bc72feb1f67475444529ac",
     ".modelhub_state/outcome_checkpoint.json": "538c5e4627212b697b28965095659136b478ada48f8b0f1580d120b7f3d9c92a",
     ".modelhub_state/queue_cleanup_latest.json": "ecb2b7611d0717f1ab481a3c4c6940229c039e583d2877be360b8ee8616f1ab5",
     ".modelhub_state/recent_outcomes.jsonl": "25f69a9abe2247996bb30fecb7a4bbdf62d7386311bf71d7856ef7d303896a7d",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "6ba0f5758c19964d3e7dad89be7f26f1c508810a7b5eaf494de46e30e8ecff20",
     "outcomes/submissions.jsonl": "32906cdc5a9aeb3ae0e5a3b1d56645ca6b694dc7f6c42bf6370e012064da8dad"
   },
-  "generation": 18806,
+  "generation": 18807,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-30T13:53:53.461920+00:00",
+  "updatedAt": "2026-09-30T13:57:11.947924+00:00",
   "writerId": "a812d0e025c3474eb16b828a4d987334"
 }