diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index d69ece773..c1fee9924 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-26T17:02:37.884824+00:00",
+  "generatedAt": "2026-09-26T17:04:36.663690+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1396.9756097560976,
+      "backlogHours": 1408.426229508197,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.9045318298175022,
-      "queueFactor": 0.9120398048235825,
-      "queueWeight": 0.9120398048235825,
-      "recentSuccess": 49,
-      "recentSuccessRate": 0.3983739837398374,
-      "recentTerminal": 123,
-      "recentWilsonLowerBound": 0.3161974081257675,
-      "running": 9,
-      "selectionWeight": 1.7370088383470552,
+      "qualityFactor": 2.0453295752952694,
+      "queueFactor": 0.9096905989670387,
+      "queueWeight": 0.9096905989670387,
+      "recentSuccess": 50,
+      "recentSuccessRate": 0.4098360655737705,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.32661631886466974,
+      "running": 8,
+      "selectionWeight": 1.8606170864353526,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.5,
+      "throughputPerHour": 20.333333333333332,
       "waiting": 28638
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 130.58823529411765,
+      "backlogHours": 127.79057591623037,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.262727460428945,
+      "qualityFactor": 0.31406556063459556,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.17647058823529413,
-      "recentTerminal": 187,
-      "recentWilsonLowerBound": 0.12850519475405223,
-      "running": 10,
-      "selectionWeight": 0.3415456985576285,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.18848167539267016,
+      "recentTerminal": 191,
+      "recentWilsonLowerBound": 0.1393653166559651,
+      "running": 8,
+      "selectionWeight": 0.40828522882497426,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 31.166666666666668,
-      "waiting": 4070
+      "throughputPerHour": 31.833333333333332,
+      "waiting": 4068
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1261.25,
+      "backlogHours": 1244.2191780821918,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.5243998902634482,
-      "queueFactor": 0.9261299726454079,
-      "queueWeight": 0.9261299726454079,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.2638888888888889,
-      "recentTerminal": 72,
-      "recentWilsonLowerBound": 0.17593641596552725,
+      "qualityFactor": 0.4375913302792414,
+      "queueFactor": 0.9267642843380729,
+      "queueWeight": 0.9267642843380729,
+      "recentSuccess": 18,
+      "recentSuccessRate": 0.2465753424657534,
+      "recentTerminal": 73,
+      "recentWilsonLowerBound": 0.16204336317654708,
       "running": 7,
-      "selectionWeight": 0.4856624560249422,
+      "selectionWeight": 0.4055440160387864,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.0,
-      "waiting": 15135
+      "throughputPerHour": 12.166666666666666,
+      "waiting": 15138
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 488.94444444444446,
+      "backlogHours": 459.1304347826087,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.31002314653077045,
-      "queueFactor": 1.067586784659826,
-      "queueWeight": 1.067586784659826,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.2037037037037037,
-      "recentTerminal": 108,
-      "recentWilsonLowerBound": 0.13854706947558235,
+      "qualityFactor": 0.339798532636921,
+      "queueFactor": 1.076250608328948,
+      "queueWeight": 1.076250608328948,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.20869565217391303,
+      "recentTerminal": 115,
+      "recentWilsonLowerBound": 0.14444439637630882,
       "running": 7,
-      "selectionWeight": 0.3309766141749073,
+      "selectionWeight": 0.36570837745977014,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 18.0,
-      "waiting": 8801
+      "throughputPerHour": 19.166666666666668,
+      "waiting": 8800
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 34.15492957746479,
+      "backlogHours": 35.487804878048784,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -497,104 +497,104 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.051643192488262914,
-      "recentTerminal": 426,
-      "recentWilsonLowerBound": 0.034348419084387107,
-      "running": 26,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.04878048780487805,
+      "recentTerminal": 410,
+      "recentWilsonLowerBound": 0.031796579045881034,
+      "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 71.0,
+      "throughputPerHour": 68.33333333333333,
       "waiting": 2425
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 101.1103448275862,
+      "backlogHours": 102.31468531468532,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.10616401404039023,
+      "qualityFactor": 0.11803096366330204,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.11724137931034483,
-      "recentTerminal": 290,
-      "recentWilsonLowerBound": 0.08512247805941299,
-      "running": 8,
-      "selectionWeight": 0.1380132182525073,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.12237762237762238,
+      "recentTerminal": 286,
+      "recentWilsonLowerBound": 0.08932269413693737,
+      "running": 11,
+      "selectionWeight": 0.15344025276229264,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 48.333333333333336,
-      "waiting": 4887
+      "throughputPerHour": 47.666666666666664,
+      "waiting": 4877
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2397.0,
+      "backlogHours": 2458.4615384615386,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.7017226734738923,
-      "queueFactor": 0.8410889191202008,
-      "queueWeight": 0.8410889191202008,
+      "qualityFactor": 0.7445714231214313,
+      "queueFactor": 0.8367665474951181,
+      "queueWeight": 0.8367665474951181,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.325,
-      "recentTerminal": 40,
-      "recentWilsonLowerBound": 0.20084316962661727,
+      "recentSuccessRate": 0.3333333333333333,
+      "recentTerminal": 39,
+      "recentWilsonLowerBound": 0.2063276610691516,
       "running": 2,
-      "selectionWeight": 0.5902111649542936,
+      "selectionWeight": 0.6230324590888469,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.666666666666667,
+      "throughputPerHour": 6.5,
       "waiting": 15980
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 390.3243243243243,
+      "backlogHours": 387.66442953020135,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5594513853488291,
-      "queueFactor": 1.1042776288391505,
-      "queueWeight": 1.1042776288391505,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.24324324324324326,
-      "recentTerminal": 148,
-      "recentWilsonLowerBound": 0.1811875528935739,
+      "qualityFactor": 0.5119333092476935,
+      "queueFactor": 1.1039144779511998,
+      "queueWeight": 1.1039144779511998,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.2348993288590604,
+      "recentTerminal": 149,
+      "recentWilsonLowerBound": 0.17402278009427918,
       "running": 8,
-      "selectionWeight": 0.6177896492637829,
+      "selectionWeight": 0.5651305918239977,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.666666666666668,
-      "waiting": 9628
+      "throughputPerHour": 24.833333333333332,
+      "waiting": 9627
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 526.5123966942149,
+      "backlogHours": 522.0983606557377,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.7626958989270634,
-      "queueFactor": 1.0557979790629144,
-      "queueWeight": 1.0557979790629144,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.2809917355371901,
-      "recentTerminal": 121,
-      "recentWilsonLowerBound": 0.2085956290113622,
-      "running": 5,
-      "selectionWeight": 0.8052527887267663,
+      "qualityFactor": 0.6919673469307108,
+      "queueFactor": 1.0557010969783553,
+      "queueWeight": 1.0557010969783553,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.27049180327868855,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.1995691795923129,
+      "running": 4,
+      "selectionWeight": 0.7305106872279536,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.166666666666668,
-      "waiting": 10618
+      "throughputPerHour": 20.333333333333332,
+      "waiting": 10616
     },
     "Mthreads_s4000": {
       "available": true,
@@ -605,14 +605,14 @@
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8633671492605149,
-      "queueWeight": 0.8633671492605149,
+      "queueFactor": 0.8621984259426925,
+      "queueWeight": 0.8621984259426925,
       "recentSuccess": 30,
       "recentSuccessRate": 0.47619047619047616,
       "recentTerminal": 63,
       "recentWilsonLowerBound": 0.35781921387369653,
       "running": 4,
-      "selectionWeight": 2.1584178731512873,
+      "selectionWeight": 2.155496064856731,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 10.5,
@@ -620,74 +620,74 @@
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3392.896551724138,
+      "backlogHours": 3393.1034482758623,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.5037594005454711,
-      "queueFactor": 0.7983742547617647,
-      "queueWeight": 0.7983742547617647,
+      "queueFactor": 0.7972862185534568,
+      "queueWeight": 0.7972862185534568,
       "recentSuccess": 9,
       "recentSuccessRate": 0.3103448275862069,
       "recentTerminal": 29,
       "recentWilsonLowerBound": 0.17275424489768068,
       "running": 2,
-      "selectionWeight": 0.4021885359897238,
+      "selectionWeight": 0.40164042752165485,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 4.833333333333333,
-      "waiting": 16399
+      "waiting": 16400
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 756.1607142857142,
+      "backlogHours": 749.3628318584072,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 1.3952562555937167,
+      "qualityFactor": 1.2792029647883543,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 40,
-      "recentSuccessRate": 0.35714285714285715,
-      "recentTerminal": 112,
-      "recentWilsonLowerBound": 0.2744944977628632,
+      "recentSuccess": 39,
+      "recentSuccessRate": 0.34513274336283184,
+      "recentTerminal": 113,
+      "recentWilsonLowerBound": 0.2638704023847232,
       "running": 16,
-      "selectionWeight": 1.3952562555937167,
+      "selectionWeight": 1.2792029647883543,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.666666666666668,
-      "waiting": 14115
+      "throughputPerHour": 18.833333333333332,
+      "waiting": 14113
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 954.5504587155963,
+      "backlogHours": 945.8181818181819,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.5260257368380401,
-      "queueFactor": 0.9656556434556596,
-      "queueWeight": 0.9656556434556596,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.24770642201834864,
-      "recentTerminal": 109,
-      "recentWilsonLowerBound": 0.17618414860824205,
+      "qualityFactor": 0.5675887769409739,
+      "queueFactor": 0.9656787472368935,
+      "queueWeight": 0.9656787472368935,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.2545454545454545,
+      "recentTerminal": 110,
+      "recentWilsonLowerBound": 0.18238075813593077,
       "running": 6,
-      "selectionWeight": 0.5079597213805751,
+      "selectionWeight": 0.5481084190620802,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.166666666666668,
-      "waiting": 17341
+      "throughputPerHour": 18.333333333333332,
+      "waiting": 17340
     }
   },
-  "queueAttemptedAt": "2026-09-26T16:53:24.468237+00:00",
+  "queueAttemptedAt": "2026-09-26T17:04:36.663690+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-26T16:53:24.468237+00:00",
+  "queueUpdatedAt": "2026-09-26T17:04:36.663690+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e37b12a18..7624925bd 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-26T17:02:37.884824+00:00",
+  "catalogUpdatedAt": "2026-09-26T17:04:36.663690+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-26T17:02:37.884824+00:00",
+  "generatedAt": "2026-09-26T17:04:36.663690+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6265,6 +6265,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-26T17:02:37.884824+00:00",
+  "taskTreeUpdatedAt": "2026-09-26T17:04:36.663690+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 08a1d3d7c..31b1a8fd2 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "7dfea2fd1f084fa2f74b8a2d07afe17a2c4e1bd2d0f905d8002b8acaabd998d6",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "d969d54e86d79c6dbd18b69e4c31ea6ec5d89053f255e00593e4b8f36c2eb700",
-    ".modelhub_state/official_capabilities.json": "c093e519ecf39f70dbc6bf2d0966eea1ee9a6091d2b414a325654b1a1b61e663",
+    ".modelhub_state/market_intelligence.json": "0ad11d06df98d888cce4b39c2409fa68e053c2f7c889a1b62ab416e4f72c0f0a",
+    ".modelhub_state/official_capabilities.json": "579d4f1eb40681bba25aab5aa23a15726a930fcbf82100d586c810c7bab933d5",
     ".modelhub_state/outcome_checkpoint.json": "2dd59d56ac1d4faf0f9672f90690f73d1c2f84f1246a890d729a1d55ceda7fd7",
     ".modelhub_state/queue_cleanup_latest.json": "dec10eb574f7da548f3ba2d81064346ebac4cd728c834ece356077b765895663",
     ".modelhub_state/recent_outcomes.jsonl": "09812b0bf7a27689b79c30da6f01829211d9cb603f54d57682c3c883bee69b4e",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "6071510b13d7fa1186e155941f35e6810e50a687772bd3064a7286c5ba918d9c",
     "outcomes/submissions.jsonl": "be9146006f31e79fda9a5ed4954eb6dae37a5ba39fbdb42d1b31d73098b22c15"
   },
-  "generation": 16691,
+  "generation": 16692,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-26T17:02:40.643888+00:00",
+  "updatedAt": "2026-09-26T17:04:39.567789+00:00",
   "writerId": "08206cb1993a433e83f1d3e297db2d2e"
 }