diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 44813c6f04..faad9f5f30 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-30T02:40:21.258919+00:00",
+  "generatedAt": "2026-09-30T02:42:55.053593+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1298.64,
+      "backlogHours": 1319.2682926829268,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.7924689541544305,
-      "queueFactor": 0.9665063469629135,
-      "queueWeight": 0.9665063469629135,
+      "qualityFactor": 0.9750091583467946,
+      "queueFactor": 0.9657451062930036,
+      "queueWeight": 0.9657451062930036,
       "recentSuccess": 40,
-      "recentSuccessRate": 0.32,
-      "recentTerminal": 125,
-      "recentWilsonLowerBound": 0.24463985845742653,
+      "recentSuccessRate": 0.3252032520325203,
+      "recentTerminal": 123,
+      "recentWilsonLowerBound": 0.24880085370854416,
       "running": 8,
-      "selectionWeight": 0.7659262739613192,
+      "selectionWeight": 0.9416103232642771,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.833333333333332,
-      "waiting": 27055
+      "throughputPerHour": 20.5,
+      "waiting": 27045
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1313.0454545454545,
+      "backlogHours": 1312.909090909091,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.1217947819702394,
-      "queueFactor": 0.964908345431391,
-      "queueWeight": 0.964908345431391,
-      "recentSuccess": 48,
-      "recentSuccessRate": 0.36363636363636365,
+      "qualityFactor": 1.1913246279712024,
+      "queueFactor": 0.9664453181529227,
+      "queueWeight": 0.9664453181529227,
+      "recentSuccess": 46,
+      "recentSuccessRate": 0.3484848484848485,
       "recentTerminal": 132,
-      "recentWilsonLowerBound": 0.28650505488913514,
+      "recentWilsonLowerBound": 0.2725254461708375,
       "running": 8,
-      "selectionWeight": 1.0824291469844718,
+      "selectionWeight": 1.151350109103041,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 22.0,
-      "waiting": 28887
+      "waiting": 28884
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 115.5566037735849,
+      "backlogHours": 112.0183486238532,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.15667668670111834,
+      "qualityFactor": 0.17446027121500063,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 34,
-      "recentSuccessRate": 0.16037735849056603,
-      "recentTerminal": 212,
-      "recentWilsonLowerBound": 0.11709470910753234,
+      "recentSuccessRate": 0.1559633027522936,
+      "recentTerminal": 218,
+      "recentWilsonLowerBound": 0.11380583366724772,
       "running": 8,
-      "selectionWeight": 0.20367969271145384,
+      "selectionWeight": 0.22679835257950082,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 35.333333333333336,
-      "waiting": 4083
+      "throughputPerHour": 36.333333333333336,
+      "waiting": 4070
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1723.2222222222222,
+      "backlogHours": 1661.5714285714284,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.747494192677261,
-      "queueFactor": 0.9263536855404981,
-      "queueWeight": 0.9263536855404981,
+      "qualityFactor": 0.8139512098060839,
+      "queueFactor": 0.9328990106018412,
+      "queueWeight": 0.9328990106018412,
       "recentSuccess": 19,
-      "recentSuccessRate": 0.35185185185185186,
-      "recentTerminal": 54,
-      "recentWilsonLowerBound": 0.23822831722420018,
+      "recentSuccessRate": 0.3392857142857143,
+      "recentTerminal": 56,
+      "recentWilsonLowerBound": 0.22919799319334652,
       "running": 7,
-      "selectionWeight": 0.6924440003067,
+      "selectionWeight": 0.7593342783062674,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.0,
-      "waiting": 15509
+      "throughputPerHour": 9.333333333333334,
+      "waiting": 15508
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 419.9032258064516,
+      "backlogHours": 413.04761904761904,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2595701117219406,
-      "queueFactor": 1.1448686020703254,
-      "queueWeight": 1.1448686020703254,
-      "recentSuccess": 26,
-      "recentSuccessRate": 0.20967741935483872,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.1472978818443016,
+      "qualityFactor": 0.2672862946025952,
+      "queueFactor": 1.1495092394802235,
+      "queueWeight": 1.1495092394802235,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.1984126984126984,
+      "recentTerminal": 126,
+      "recentWilsonLowerBound": 0.1381601427162113,
       "running": 7,
-      "selectionWeight": 0.29717367094633634,
+      "selectionWeight": 0.3072480652321162,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 8678
+      "throughputPerHour": 21.0,
+      "waiting": 8674
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 35.45454545454545,
+      "backlogHours": 35.06043956043956,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,196 +558,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 4,
-      "recentSuccessRate": 0.011019283746556474,
-      "recentTerminal": 363,
-      "recentWilsonLowerBound": 0.0042932279709453815,
+      "recentSuccessRate": 0.01098901098901099,
+      "recentTerminal": 364,
+      "recentWilsonLowerBound": 0.004281411069712183,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 60.5,
-      "waiting": 2145
+      "throughputPerHour": 60.666666666666664,
+      "waiting": 2127
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 115.07063197026022,
+      "backlogHours": 116.49056603773586,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.05035972539250093,
+      "qualityFactor": 0.05589234218392816,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.10037174721189591,
-      "recentTerminal": 269,
-      "recentWilsonLowerBound": 0.06990081838958982,
+      "recentSuccess": 26,
+      "recentSuccessRate": 0.09811320754716982,
+      "recentTerminal": 265,
+      "recentWilsonLowerBound": 0.06783636994171506,
       "running": 5,
-      "selectionWeight": 0.06546764301025121,
+      "selectionWeight": 0.07266004483910661,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 44.833333333333336,
-      "waiting": 5159
+      "throughputPerHour": 44.166666666666664,
+      "waiting": 5145
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 3031.3125,
+      "backlogHours": 3232.0,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.3218313097685372,
-      "queueFactor": 0.8511055453139373,
-      "queueWeight": 0.8511055453139373,
-      "recentSuccess": 15,
-      "recentSuccessRate": 0.46875,
-      "recentTerminal": 32,
-      "recentWilsonLowerBound": 0.3086912990168234,
+      "qualityFactor": 1.203349435998209,
+      "queueFactor": 0.8442902655941097,
+      "queueWeight": 0.8442902655941097,
+      "recentSuccess": 13,
+      "recentSuccessRate": 0.43333333333333335,
+      "recentTerminal": 30,
+      "recentWilsonLowerBound": 0.27377237430615114,
       "running": 2,
-      "selectionWeight": 1.1250179577135868,
+      "selectionWeight": 1.01597621492145,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.333333333333333,
-      "waiting": 16167
+      "throughputPerHour": 5.0,
+      "waiting": 16160
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 389.31428571428575,
+      "backlogHours": 397.3138686131387,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.6111440127180484,
-      "queueFactor": 1.1579317857040323,
-      "queueWeight": 1.1579317857040323,
-      "recentSuccess": 40,
-      "recentSuccessRate": 0.2857142857142857,
-      "recentTerminal": 140,
-      "recentWilsonLowerBound": 0.2173886674936126,
+      "qualityFactor": 0.5786182791076394,
+      "queueFactor": 1.1562251880260994,
+      "queueWeight": 1.1562251880260994,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.26277372262773724,
+      "recentTerminal": 137,
+      "recentWilsonLowerBound": 0.1962656718995997,
       "running": 8,
-      "selectionWeight": 0.7076630779689377,
+      "selectionWeight": 0.6690130285565684,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 23.333333333333332,
-      "waiting": 9084
+      "throughputPerHour": 22.833333333333332,
+      "waiting": 9072
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 759.7317073170732,
+      "backlogHours": 699.5056179775281,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.3278680340930667,
-      "queueFactor": 1.0474395996931891,
-      "queueWeight": 1.0474395996931891,
+      "qualityFactor": 0.32237263715678705,
+      "queueFactor": 1.0621694443285232,
+      "queueWeight": 1.0621694443285232,
       "recentSuccess": 20,
-      "recentSuccessRate": 0.24390243902439024,
-      "recentTerminal": 82,
-      "recentWilsonLowerBound": 0.1637976208028234,
+      "recentSuccessRate": 0.2247191011235955,
+      "recentTerminal": 89,
+      "recentWilsonLowerBound": 0.1504438211830463,
       "running": 4,
-      "selectionWeight": 0.34342196238263467,
+      "selectionWeight": 0.34241436487554516,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 13.666666666666666,
-      "waiting": 10383
+      "throughputPerHour": 14.833333333333334,
+      "waiting": 10376
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1942.3235294117646,
+      "backlogHours": 1809.205479452055,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9098709326858069,
-      "queueWeight": 0.9098709326858069,
+      "queueFactor": 0.9210629237668371,
+      "queueWeight": 0.9210629237668371,
       "recentSuccess": 36,
-      "recentSuccessRate": 0.5294117647058824,
-      "recentTerminal": 68,
-      "recentWilsonLowerBound": 0.41240715813747064,
+      "recentSuccessRate": 0.4931506849315068,
+      "recentTerminal": 73,
+      "recentWilsonLowerBound": 0.38170665864691183,
       "running": 4,
-      "selectionWeight": 2.2746773317145172,
+      "selectionWeight": 2.302657309417093,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.333333333333334,
-      "waiting": 22013
+      "throughputPerHour": 12.166666666666666,
+      "waiting": 22012
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2213.086956521739,
+      "backlogHours": 2313.2727272727275,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.8922329444434316,
-      "queueWeight": 0.8922329444434316,
-      "recentSuccess": 6,
-      "recentSuccessRate": 0.13043478260869565,
-      "recentTerminal": 46,
-      "recentWilsonLowerBound": 0.06117757137492025,
+      "queueFactor": 0.8877250175468878,
+      "queueWeight": 0.8877250175468878,
+      "recentSuccess": 5,
+      "recentSuccessRate": 0.11363636363636363,
+      "recentTerminal": 44,
+      "recentWilsonLowerBound": 0.04952707589567494,
       "running": 2,
-      "selectionWeight": 0.044611647222171584,
+      "selectionWeight": 0.044386250877344394,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 7.666666666666667,
-      "waiting": 16967
+      "throughputPerHour": 7.333333333333333,
+      "waiting": 16964
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 962.2,
+      "backlogHours": 984.0,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.2303858187329671,
-      "queueFactor": 1.010969896379269,
-      "queueWeight": 1.010969896379269,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.2111111111111111,
-      "recentTerminal": 90,
-      "recentWilsonLowerBound": 0.13952483847594746,
+      "qualityFactor": 0.17895731540322168,
+      "queueFactor": 1.0091674171640896,
+      "queueWeight": 1.0091674171640896,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.18181818181818182,
+      "recentTerminal": 88,
+      "recentWilsonLowerBound": 0.11513001885470897,
       "running": 16,
-      "selectionWeight": 0.2329131272917208,
+      "selectionWeight": 0.18059789176808858,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 15.0,
-      "waiting": 14433
+      "throughputPerHour": 14.666666666666666,
+      "waiting": 14432
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1107.3861386138615,
+      "backlogHours": 1107.4455445544556,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.4581797612707978,
-      "queueFactor": 0.9898814008139363,
-      "queueWeight": 0.9898814008139363,
+      "qualityFactor": 0.5431854281001298,
+      "queueFactor": 0.9914347291117359,
+      "queueWeight": 0.9914347291117359,
       "recentSuccess": 27,
       "recentSuccessRate": 0.26732673267326734,
       "recentTerminal": 101,
       "recentWilsonLowerBound": 0.19070838238104168,
       "running": 6,
-      "selectionWeight": 0.45354362391133224,
+      "selectionWeight": 0.5385328977658945,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 16.833333333333332,
-      "waiting": 18641
+      "waiting": 18642
     }
   },
-  "queueAttemptedAt": "2026-09-30T02:30:28.967650+00:00",
+  "queueAttemptedAt": "2026-09-30T02:42:55.053593+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-30T02:30:28.967650+00:00",
+  "queueUpdatedAt": "2026-09-30T02:42:55.053593+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 0c1466be3e..d7813db763 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-30T02:40:21.258919+00:00",
+  "catalogUpdatedAt": "2026-09-30T02:42:55.053593+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-30T02:40:21.258919+00:00",
+  "generatedAt": "2026-09-30T02:42:55.053593+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6337,6 +6337,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-30T02:40:21.258919+00:00",
+  "taskTreeUpdatedAt": "2026-09-30T02:42:55.053593+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 92f4cd904c..c59fe6ae38 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "0402dc79335d6f142f531682da379fd532ff6443ea0a004cddee46b07e3a547a",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "d66d9eeb96c5abd046af5c9619410b6fe1a92b30c44de211c178a7f7f23051bf",
-    ".modelhub_state/official_capabilities.json": "ff06fc09ac427cf64d8a6143f769c338be05f99a0062cb5bf79bc2cc585785fc",
+    ".modelhub_state/market_intelligence.json": "d37e02bcc0e457d2132f0e5fc19c20b4d5e51697343f453da8f83a6d46de6f70",
+    ".modelhub_state/official_capabilities.json": "18863f97a2547ada087616daa98480c2930c6c9bae084fef673a949237e584cc",
     ".modelhub_state/outcome_checkpoint.json": "59ea3382885918b8088693c937ef92a8a1d83c23338519601a7e54f544eabdeb",
     ".modelhub_state/queue_cleanup_latest.json": "0d1ab1619c1619c7dc285dd028fe75c1691353037cec4ea9e2f66703792fefed",
     ".modelhub_state/recent_outcomes.jsonl": "5854a9d6c2088f37329731f0343fdae6be2ecf4344fc5f8f1e0c5f4c6aa01c5c",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "9be6d2f999999f1b269d47242b9e623ce6c2f211479ee55acf33277b4f1e64b9",
     "outcomes/submissions.jsonl": "1d66d872e107430d61d645fba9617ef13ff9e0eafecbdaf9198e0b954c59e66d"
   },
-  "generation": 18634,
+  "generation": 18635,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-30T02:40:22.197969+00:00",
+  "updatedAt": "2026-09-30T02:43:39.392878+00:00",
   "writerId": "9d958b95ce4146c9939da0f14b9201ff"
 }