diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index df6962536c..111ef91865 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-11T15:23:58.261253+00:00",
+  "generatedAt": "2026-10-11T15:26:51.062673+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 954.3033707865168,
+      "backlogHours": 981.8843930635838,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.268798189186085,
-      "queueFactor": 0.9572834833270946,
-      "queueWeight": 0.9572834833270946,
-      "recentSuccess": 44,
-      "recentSuccessRate": 0.24719101123595505,
-      "recentTerminal": 178,
-      "recentWilsonLowerBound": 0.18960472183508997,
+      "qualityFactor": 1.3833716394675375,
+      "queueFactor": 0.9492934620422971,
+      "queueWeight": 0.9492934620422971,
+      "recentSuccess": 43,
+      "recentSuccessRate": 0.24855491329479767,
+      "recentTerminal": 173,
+      "recentWilsonLowerBound": 0.19008569685616641,
       "running": 8,
-      "selectionWeight": 1.2145995501831652,
+      "selectionWeight": 1.3132256529212671,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 29.666666666666668,
+      "throughputPerHour": 28.833333333333332,
       "waiting": 28311
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1178.1645569620255,
+      "backlogHours": 1193.3461538461538,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.8658194954614493,
-      "queueFactor": 0.9274972730907775,
-      "queueWeight": 0.9274972730907775,
-      "recentSuccess": 46,
-      "recentSuccessRate": 0.2911392405063291,
-      "recentTerminal": 158,
-      "recentWilsonLowerBound": 0.22593061913715332,
+      "qualityFactor": 2.323561404108551,
+      "queueFactor": 0.9219228469192117,
+      "queueWeight": 0.9219228469192117,
+      "recentSuccess": 48,
+      "recentSuccessRate": 0.3076923076923077,
+      "recentTerminal": 156,
+      "recentWilsonLowerBound": 0.24061351847783774,
       "running": 8,
-      "selectionWeight": 1.7305424941201044,
+      "selectionWeight": 2.142144344667356,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 26.333333333333332,
-      "waiting": 31025
+      "throughputPerHour": 26.0,
+      "waiting": 31027
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 134.07407407407408,
+      "backlogHours": 127.71764705882353,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.2994435261060645,
-      "queueFactor": 1.2849665238767305,
-      "queueWeight": 1.2849665238767305,
+      "qualityFactor": 0.29146709232939333,
+      "queueFactor": 1.2890563632066865,
+      "queueWeight": 1.2890563632066865,
       "recentSuccess": 33,
-      "recentSuccessRate": 0.13580246913580246,
-      "recentTerminal": 243,
-      "recentWilsonLowerBound": 0.0983589459211224,
+      "recentSuccessRate": 0.12941176470588237,
+      "recentTerminal": 255,
+      "recentWilsonLowerBound": 0.09365218650304089,
       "running": 8,
-      "selectionWeight": 0.3847749068379007,
+      "selectionWeight": 0.37571751003255527,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 40.5,
-      "waiting": 5430
+      "throughputPerHour": 42.5,
+      "waiting": 5428
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 977.0,
+      "backlogHours": 967.4563106796115,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.30322795739565434,
-      "queueFactor": 0.9539142794145998,
-      "queueWeight": 0.9539142794145998,
-      "recentSuccess": 16,
-      "recentSuccessRate": 0.1568627450980392,
-      "recentTerminal": 102,
-      "recentWilsonLowerBound": 0.09892204793074443,
+      "qualityFactor": 0.38019864095688743,
+      "queueFactor": 0.9514037066604187,
+      "queueWeight": 0.9514037066604187,
+      "recentSuccess": 17,
+      "recentSuccessRate": 0.1650485436893204,
+      "recentTerminal": 103,
+      "recentWilsonLowerBound": 0.1056773773482109,
       "running": 7,
-      "selectionWeight": 0.2892534784774366,
+      "selectionWeight": 0.3617223962736364,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 17.0,
-      "waiting": 16609
+      "throughputPerHour": 17.166666666666668,
+      "waiting": 16608
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 263.126213592233,
+      "backlogHours": 258.0857142857143,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.4337240844272354,
-      "queueFactor": 1.16136549057857,
-      "queueWeight": 1.16136549057857,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.16019417475728157,
-      "recentTerminal": 206,
-      "recentWilsonLowerBound": 0.11639909348879446,
+      "qualityFactor": 0.4156929629298626,
+      "queueFactor": 1.1599651687297248,
+      "queueWeight": 1.1599651687297248,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.1523809523809524,
+      "recentTerminal": 210,
+      "recentWilsonLowerBound": 0.11005281828702987,
       "running": 7,
-      "selectionWeight": 0.5037121840865774,
+      "selectionWeight": 0.48218935788469725,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 34.333333333333336,
-      "waiting": 9034
+      "throughputPerHour": 35.0,
+      "waiting": 9033
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 58.76335877862596,
+      "backlogHours": 60.125,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -567,81 +567,81 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.020356234096692113,
-      "recentTerminal": 393,
-      "recentWilsonLowerBound": 0.010349998027822894,
+      "recentSuccessRate": 0.020833333333333332,
+      "recentTerminal": 384,
+      "recentWilsonLowerBound": 0.010593425248499967,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 65.5,
-      "waiting": 3849
+      "throughputPerHour": 64.0,
+      "waiting": 3848
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 96.60550458715596,
+      "backlogHours": 97.95348837209302,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.08788076486821611,
+      "qualityFactor": 0.09826270674586178,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 34,
-      "recentSuccessRate": 0.0779816513761468,
-      "recentTerminal": 436,
-      "recentWilsonLowerBound": 0.056338369649022946,
-      "running": 6,
-      "selectionWeight": 0.11424499432868095,
+      "recentSuccessRate": 0.07906976744186046,
+      "recentTerminal": 430,
+      "recentWilsonLowerBound": 0.05713223206568851,
+      "running": 5,
+      "selectionWeight": 0.1277415187696203,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 72.66666666666667,
+      "throughputPerHour": 71.66666666666667,
       "waiting": 7020
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2061.4666666666667,
+      "backlogHours": 2016.6521739130435,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.8691225608561427,
-      "queueFactor": 0.8528390681394653,
-      "queueWeight": 0.8528390681394653,
-      "recentSuccess": 12,
-      "recentSuccessRate": 0.26666666666666666,
-      "recentTerminal": 45,
-      "recentWilsonLowerBound": 0.15964748860054626,
+      "qualityFactor": 1.1279202088590468,
+      "queueFactor": 0.8521477341310872,
+      "queueWeight": 0.8521477341310872,
+      "recentSuccess": 13,
+      "recentSuccessRate": 0.2826086956521739,
+      "recentTerminal": 46,
+      "recentWilsonLowerBound": 0.1732404154491407,
       "running": 2,
-      "selectionWeight": 0.7412216748995385,
+      "selectionWeight": 0.9611546502598993,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 7.5,
+      "throughputPerHour": 7.666666666666667,
       "waiting": 15461
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 243.6056338028169,
+      "backlogHours": 239.22580645161293,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5798851074308282,
-      "queueFactor": 1.1748716797942944,
-      "queueWeight": 1.1748716797942944,
-      "recentSuccess": 38,
-      "recentSuccessRate": 0.1784037558685446,
-      "recentTerminal": 213,
-      "recentWilsonLowerBound": 0.1328252666522642,
+      "qualityFactor": 0.6447093022708019,
+      "queueFactor": 1.1732439929201348,
+      "queueWeight": 1.1732439929201348,
+      "recentSuccess": 39,
+      "recentSuccessRate": 0.17972350230414746,
+      "recentTerminal": 217,
+      "recentWilsonLowerBound": 0.13434872874903642,
       "running": 8,
-      "selectionWeight": 0.681290590254952,
+      "selectionWeight": 0.7564013160689498,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 35.5,
-      "waiting": 8648
+      "throughputPerHour": 36.166666666666664,
+      "waiting": 8652
     },
     "MetaX_c-500": {
       "available": true,
@@ -651,112 +651,112 @@
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9250426112874456,
-      "queueFactor": 1.0655469436738432,
-      "queueWeight": 1.0655469436738432,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.22627737226277372,
+      "qualityFactor": 0.7666873713672201,
+      "queueFactor": 1.0611788768906527,
+      "queueWeight": 1.0611788768906527,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.20437956204379562,
       "recentTerminal": 137,
-      "recentWilsonLowerBound": 0.1642371904152058,
+      "recentWilsonLowerBound": 0.14535838684980582,
       "running": 4,
-      "selectionWeight": 0.9856763272254085,
+      "selectionWeight": 0.8135924436737134,
       "stale": false,
-      "submissionEligible": true,
+      "submissionEligible": false,
       "throughputPerHour": 22.833333333333332,
       "waiting": 10667
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2197.090909090909,
+      "backlogHours": 2230.707692307692,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8447269117942667,
-      "queueWeight": 0.8447269117942667,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.36363636363636365,
-      "recentTerminal": 66,
-      "recentWilsonLowerBound": 0.2580681194062094,
+      "queueFactor": 0.8393500944563829,
+      "queueWeight": 0.8393500944563829,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.35384615384615387,
+      "recentTerminal": 65,
+      "recentWilsonLowerBound": 0.24875289260022027,
       "running": 4,
-      "selectionWeight": 2.111817279485667,
+      "selectionWeight": 2.0983752361409573,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.0,
-      "waiting": 24168
+      "throughputPerHour": 10.833333333333334,
+      "waiting": 24166
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1190.5909090909092,
+      "backlogHours": 1177.2134831460673,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.058395128053489974,
-      "queueFactor": 0.9260387288525257,
-      "queueWeight": 0.9260387288525257,
+      "qualityFactor": 0.061735457605410396,
+      "queueFactor": 0.9238070223524538,
+      "queueWeight": 0.9238070223524538,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.09090909090909091,
-      "recentTerminal": 88,
-      "recentWilsonLowerBound": 0.04678586169975407,
+      "recentSuccessRate": 0.0898876404494382,
+      "recentTerminal": 89,
+      "recentWilsonLowerBound": 0.04625187572306141,
       "running": 2,
-      "selectionWeight": 0.05407615015383432,
+      "selectionWeight": 0.05703164926402033,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 14.666666666666666,
+      "throughputPerHour": 14.833333333333334,
       "waiting": 17462
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 551.0877192982456,
+      "backlogHours": 554.364705882353,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.35244423731171215,
-      "queueFactor": 1.0394663254828718,
-      "queueWeight": 1.0394663254828718,
-      "recentSuccess": 26,
-      "recentSuccessRate": 0.15204678362573099,
-      "recentTerminal": 171,
-      "recentWilsonLowerBound": 0.10592160216555797,
+      "qualityFactor": 0.4278753933874472,
+      "queueFactor": 1.034284955238136,
+      "queueWeight": 1.034284955238136,
+      "recentSuccess": 27,
+      "recentSuccessRate": 0.1588235294117647,
+      "recentTerminal": 170,
+      "recentWilsonLowerBound": 0.11150729412985382,
       "running": 16,
-      "selectionWeight": 0.36635391629601866,
+      "selectionWeight": 0.4425450820972356,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 28.5,
-      "waiting": 15706
+      "throughputPerHour": 28.333333333333332,
+      "waiting": 15707
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 875.5714285714287,
+      "backlogHours": 833.7551020408164,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.44687568379513537,
-      "queueFactor": 0.9697276910316596,
-      "queueWeight": 0.9697276910316596,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.17142857142857143,
-      "recentTerminal": 140,
-      "recentWilsonLowerBound": 0.11799035294231065,
+      "qualityFactor": 0.4839698027942825,
+      "queueFactor": 0.9728676618960855,
+      "queueWeight": 0.9728676618960855,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.17006802721088435,
+      "recentTerminal": 147,
+      "recentWilsonLowerBound": 0.11792934662143166,
       "running": 6,
-      "selectionWeight": 0.43334772502485064,
+      "selectionWeight": 0.4708385704727832,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 23.333333333333332,
-      "waiting": 20430
+      "throughputPerHour": 24.5,
+      "waiting": 20427
     }
   },
-  "queueAttemptedAt": "2026-10-11T15:16:36.479511+00:00",
+  "queueAttemptedAt": "2026-10-11T15:26:51.062673+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-11T15:16:36.479511+00:00",
+  "queueUpdatedAt": "2026-10-11T15:26:51.062673+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index be17744b72..b20ef63fc0 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-11T15:23:58.261253+00:00",
+  "catalogUpdatedAt": "2026-10-11T15:26:51.062673+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-11T15:23:58.261253+00:00",
+  "generatedAt": "2026-10-11T15:26:51.062673+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6605,6 +6605,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-11T15:23:58.261253+00:00",
+  "taskTreeUpdatedAt": "2026-10-11T15:26:51.062673+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 2a27134477..e2dbbb138b 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "8177cd9686a038b03d9a2355a5bb86c9779a9db92bb173d40cce6b3d37df7594",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "960eab9296801ad077d491fe463b3e8345e0ac90e487cdd62b117a40db6a9446",
-    ".modelhub_state/official_capabilities.json": "0693c3244cd7bee857e48c1d06b46577cae81cc4c7d1a125b9079df7316fa067",
+    ".modelhub_state/market_intelligence.json": "1a04a60fac0696de51c6d905eca0ad0d35023554d26767d7fc3671a0a0683938",
+    ".modelhub_state/official_capabilities.json": "c9c0eb191572eb0c72dad13a2c340041eb4be50cba592179d92c0f0bf545c724",
     ".modelhub_state/outcome_checkpoint.json": "44d67d39f333e9af27dd521bbea253de64038578f46def2554fec687ad076ee5",
     ".modelhub_state/queue_cleanup_latest.json": "bf4f891e7d9cb1228e7ae2896c4e7990bb9b8ca7f497c4165f844f2591ec11f3",
     ".modelhub_state/recent_outcomes.jsonl": "80da7e34893c7f23d6e780c3c8969ebd88930069ae3a5e8b4e10bd4228996516",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "d431cb97d30e6d388ef7cde8b8044a658067716c00cc2cd76cb3f3ad5559eb2c",
     "outcomes/submissions.jsonl": "d0aaa04869785a3b6fe01dc230cb7d5ef24c5b5e847d592aa18faf2b68059729"
   },
-  "generation": 23559,
+  "generation": 23560,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-11T15:24:36.371212+00:00",
+  "updatedAt": "2026-10-11T15:26:54.107410+00:00",
   "writerId": "43462b8a22de474db5c83d43b475a356"
 }