diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 90a3626d39..e316402520 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-28T02:44:42.367113+00:00",
+  "generatedAt": "2026-09-28T02:46:49.065993+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 666.7644787644788,
+      "backlogHours": 666.903474903475,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9137968283840153,
-      "queueWeight": 0.9137968283840153,
-      "recentSuccess": 57,
-      "recentSuccessRate": 0.22007722007722008,
+      "queueFactor": 0.9149400770245003,
+      "queueWeight": 0.9149400770245003,
+      "recentSuccess": 56,
+      "recentSuccessRate": 0.21621621621621623,
       "recentTerminal": 259,
-      "recentWilsonLowerBound": 0.17391496239238954,
-      "running": 9,
-      "selectionWeight": 2.2844920709600385,
+      "recentWilsonLowerBound": 0.17042323845647206,
+      "running": 8,
+      "selectionWeight": 2.287350192561251,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 43.166666666666664,
-      "waiting": 28782
+      "waiting": 28788
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 82.45508982035929,
+      "backlogHours": 83.68996960486322,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.4082769048390521,
-      "queueFactor": 1.2502961511652393,
-      "queueWeight": 1.2502961511652393,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.10479041916167664,
-      "recentTerminal": 334,
-      "recentWilsonLowerBound": 0.0763161414026169,
-      "running": 9,
-      "selectionWeight": 0.5104670427299235,
+      "qualityFactor": 0.3792182452070994,
+      "queueFactor": 1.2491111553412342,
+      "queueWeight": 1.2491111553412342,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.10030395136778116,
+      "recentTerminal": 329,
+      "recentWilsonLowerBound": 0.0723157679644443,
+      "running": 8,
+      "selectionWeight": 0.47368574039711536,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 55.666666666666664,
-      "waiting": 4590
+      "throughputPerHour": 54.833333333333336,
+      "waiting": 4589
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 442.85714285714283,
+      "backlogHours": 447.17307692307696,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.16933333510303403,
-      "queueFactor": 0.9716413004092425,
-      "queueWeight": 0.9716413004092425,
+      "qualityFactor": 0.18087418596344423,
+      "queueFactor": 0.9714730366743708,
+      "queueWeight": 0.9714730366743708,
       "recentSuccess": 17,
-      "recentSuccessRate": 0.08095238095238096,
-      "recentTerminal": 210,
-      "recentWilsonLowerBound": 0.051154461463624706,
+      "recentSuccessRate": 0.08173076923076923,
+      "recentTerminal": 208,
+      "recentWilsonLowerBound": 0.051652446425591,
       "running": 7,
-      "selectionWeight": 0.164531261922146,
+      "selectionWeight": 0.17571439469391203,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 35.0,
-      "waiting": 15500
+      "throughputPerHour": 34.666666666666664,
+      "waiting": 15502
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 208.63320463320466,
+      "backlogHours": 218.0564516129032,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.40294407151028344,
-      "queueFactor": 1.0877723123785246,
-      "queueWeight": 1.0877723123785246,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.10810810810810811,
-      "recentTerminal": 259,
-      "recentWilsonLowerBound": 0.07586141337546341,
+      "qualityFactor": 0.42189560382232844,
+      "queueFactor": 1.0819738320537726,
+      "queueWeight": 1.0819738320537726,
+      "recentSuccess": 27,
+      "recentSuccessRate": 0.10887096774193548,
+      "recentTerminal": 248,
+      "recentWilsonLowerBound": 0.0759076642451452,
       "running": 7,
-      "selectionWeight": 0.43831140442595856,
+      "selectionWeight": 0.456480003194285,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 43.166666666666664,
-      "waiting": 9006
+      "throughputPerHour": 41.333333333333336,
+      "waiting": 9013
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 27.62727272727273,
+      "backlogHours": 28.464788732394368,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -498,196 +498,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.01818181818181818,
-      "recentTerminal": 440,
-      "recentWilsonLowerBound": 0.009241056113727338,
-      "running": 27,
+      "recentSuccessRate": 0.018779342723004695,
+      "recentTerminal": 426,
+      "recentWilsonLowerBound": 0.009545709818829374,
+      "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 73.33333333333333,
-      "waiting": 2026
+      "throughputPerHour": 71.0,
+      "waiting": 2021
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 81.82285714285715,
+      "backlogHours": 82.14857142857143,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.2917676421730284,
-      "queueFactor": 1.2517405419259784,
-      "queueWeight": 1.2517405419259784,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.09142857142857143,
+      "qualityFactor": 0.41358889723960707,
+      "queueFactor": 1.2525991022511438,
+      "queueWeight": 1.2525991022511438,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.10285714285714286,
       "recentTerminal": 350,
-      "recentWilsonLowerBound": 0.0655073728017987,
-      "running": 8,
-      "selectionWeight": 0.3652173865301315,
+      "recentWilsonLowerBound": 0.07522463948427234,
+      "running": 4,
+      "selectionWeight": 0.5180610813833724,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 58.333333333333336,
-      "waiting": 4773
+      "waiting": 4792
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 538.8066298342541,
+      "backlogHours": 538.8397790055249,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.3191885529955346,
-      "queueFactor": 0.9434753871074577,
-      "queueWeight": 0.9434753871074577,
+      "qualityFactor": 0.333753018032193,
+      "queueFactor": 0.9446765851294098,
+      "queueWeight": 0.9446765851294098,
       "recentSuccess": 19,
       "recentSuccessRate": 0.10497237569060773,
       "recentTerminal": 181,
       "recentWilsonLowerBound": 0.06823733909015749,
       "running": 2,
-      "selectionWeight": 0.3011465435977313,
+      "selectionWeight": 0.3152886613512864,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 30.166666666666668,
-      "waiting": 16254
+      "waiting": 16255
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 239.6,
+      "backlogHours": 241.68907563025212,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5237328905532339,
-      "queueFactor": 1.0654240417083805,
-      "queueWeight": 1.0654240417083805,
+      "qualityFactor": 0.5579739854798561,
+      "queueFactor": 1.0654020922194147,
+      "queueWeight": 1.0654020922194147,
       "recentSuccess": 29,
-      "recentSuccessRate": 0.12083333333333333,
-      "recentTerminal": 240,
-      "recentWilsonLowerBound": 0.08546293107499936,
-      "running": 9,
-      "selectionWeight": 0.5579976130288393,
+      "recentSuccessRate": 0.12184873949579832,
+      "recentTerminal": 238,
+      "recentWilsonLowerBound": 0.08619290433918782,
+      "running": 8,
+      "selectionWeight": 0.594466651534244,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 40.0,
-      "waiting": 9584
+      "throughputPerHour": 39.666666666666664,
+      "waiting": 9587
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 256.5121951219512,
+      "backlogHours": 255.49797570850203,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.49560795487219045,
-      "queueFactor": 1.0545794690301946,
-      "queueWeight": 1.0545794690301946,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.11788617886178862,
-      "recentTerminal": 246,
-      "recentWilsonLowerBound": 0.08334539529884825,
-      "running": 6,
-      "selectionWeight": 0.5226579738962552,
+      "qualityFactor": 0.5611597568474526,
+      "queueFactor": 1.056559547597748,
+      "queueWeight": 1.056559547597748,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.1214574898785425,
+      "recentTerminal": 247,
+      "recentWilsonLowerBound": 0.08641624854270616,
+      "running": 4,
+      "selectionWeight": 0.5928986988248068,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 41.0,
-      "waiting": 10517
+      "throughputPerHour": 41.166666666666664,
+      "waiting": 10518
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 633.304347826087,
+      "backlogHours": 630.3173076923077,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9435197859873824,
-      "queueFactor": 0.9208812792219881,
-      "queueWeight": 0.9208812792219881,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.15458937198067632,
-      "recentTerminal": 207,
-      "recentWilsonLowerBound": 0.1116807475504236,
+      "qualityFactor": 1.1427382099662373,
+      "queueFactor": 0.9227163445205315,
+      "queueWeight": 0.9227163445205315,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.16346153846153846,
+      "recentTerminal": 208,
+      "recentWilsonLowerBound": 0.11939507784623471,
       "running": 4,
-      "selectionWeight": 0.8688697074913172,
+      "selectionWeight": 1.0544232238439821,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 34.5,
-      "waiting": 21849
+      "throughputPerHour": 34.666666666666664,
+      "waiting": 21851
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 608.3272727272728,
+      "backlogHours": 608.4727272727273,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.05,
-      "queueFactor": 0.9264562629490379,
-      "queueWeight": 0.9264562629490379,
+      "qualityFactor": 0.05063847889685689,
+      "queueFactor": 0.9276110871208679,
+      "queueWeight": 0.9276110871208679,
       "recentSuccess": 9,
       "recentSuccessRate": 0.05454545454545454,
       "recentTerminal": 165,
       "recentWilsonLowerBound": 0.0289583998546884,
       "running": 2,
-      "selectionWeight": 0.0463228131474519,
+      "selectionWeight": 0.04697281445966055,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 27.5,
-      "waiting": 16729
+      "waiting": 16733
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 365.56962025316454,
+      "backlogHours": 368.7063829787234,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.4465139874388361,
+      "qualityFactor": 0.47581381070465045,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.11392405063291139,
-      "recentTerminal": 237,
-      "recentWilsonLowerBound": 0.07948574459664631,
-      "running": 17,
-      "selectionWeight": 0.4465139874388361,
+      "recentSuccessRate": 0.1148936170212766,
+      "recentTerminal": 235,
+      "recentWilsonLowerBound": 0.0801728765142241,
+      "running": 16,
+      "selectionWeight": 0.47581381070465045,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 39.5,
-      "waiting": 14440
+      "throughputPerHour": 39.166666666666664,
+      "waiting": 14441
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 450.7280334728033,
+      "backlogHours": 454.63291139240505,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.5286452139076238,
-      "queueFactor": 0.9690770957672058,
-      "queueWeight": 0.9690770957672058,
+      "qualityFactor": 0.563252527549163,
+      "queueFactor": 0.9690651324549634,
+      "queueWeight": 0.9690651324549634,
       "recentSuccess": 29,
-      "recentSuccessRate": 0.12133891213389121,
-      "recentTerminal": 239,
-      "recentWilsonLowerBound": 0.08582636476924285,
+      "recentSuccessRate": 0.12236286919831224,
+      "recentTerminal": 237,
+      "recentWilsonLowerBound": 0.08656258979200117,
       "running": 6,
-      "selectionWeight": 0.5122979685848333,
+      "selectionWeight": 0.5458283852150225,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 39.833333333333336,
-      "waiting": 17954
+      "throughputPerHour": 39.5,
+      "waiting": 17958
     }
   },
-  "queueAttemptedAt": "2026-09-28T02:35:50.674222+00:00",
+  "queueAttemptedAt": "2026-09-28T02:46:49.065993+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-28T02:35:50.674222+00:00",
+  "queueUpdatedAt": "2026-09-28T02:46:49.065993+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d763bf2410..edc31584f7 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-28T02:44:42.367113+00:00",
+  "catalogUpdatedAt": "2026-09-28T02:46:49.065993+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-28T02:44:42.367113+00:00",
+  "generatedAt": "2026-09-28T02:46:49.065993+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6545,6 +6545,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-28T02:44:42.367113+00:00",
+  "taskTreeUpdatedAt": "2026-09-28T02:46:49.065993+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 7d6b9ae56b..031e7133a4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "0370cd8db499fcc5272c480730e269287e6e95ddc78b5306ff9d4376731d0ddf",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "b19470961cfe0968ba8ab1a2080b69cacef5499a809fbf18d66c79134594afba",
-    ".modelhub_state/official_capabilities.json": "82cd697fc73f1ce4d2e8a9be12a4a30ae20c8a1d92cade76be3138c475044cf1",
+    ".modelhub_state/market_intelligence.json": "d2b5436de2c6e183bd689679fc8664d560d45385260411388aa1607deb553711",
+    ".modelhub_state/official_capabilities.json": "f42e7b77c0ef7d5870858a26fd48685e544e5e7bb65c0e3d93a7eba10b41fef1",
     ".modelhub_state/outcome_checkpoint.json": "4eeeb9925469c4623c163e159bca71517afeec23558ff30723dbec5c0735dbe4",
     ".modelhub_state/queue_cleanup_latest.json": "7e38abadc6c9b9ae45cfe06be2960ed2213d70309667bb70f63d270b560bc760",
     ".modelhub_state/recent_outcomes.jsonl": "29de8caa53d34c5cd69118aa9b7b19270cfeb5f2ed4f79592568a96e8c2790ab",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "e376c080274e170150b4ab6f2737b97b5ee8080f4dc03bd38eb06fe8989ed9e3",
     "outcomes/submissions.jsonl": "87d34b5b9d4e309c82daae3f12d86d3549d2fd3f43ae3a4483c8c9d8f34b9ea9"
   },
-  "generation": 17686,
+  "generation": 17687,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-28T02:44:56.528566+00:00",
+  "updatedAt": "2026-09-28T02:46:52.422380+00:00",
   "writerId": "6e8ddfbd92ca45ccaf79298516f8a6ea"
 }