diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 85e69ff50b..a7fc42145d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-27T05:48:12.857031+00:00",
+  "generatedAt": "2026-09-27T05:50:08.570626+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1307.81679389313,
+      "backlogHours": 1359.6666666666667,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.0371175006952538,
-      "queueFactor": 0.9214919970765297,
-      "queueWeight": 0.9214919970765297,
-      "recentSuccess": 49,
-      "recentSuccessRate": 0.37404580152671757,
-      "recentTerminal": 131,
-      "recentWilsonLowerBound": 0.29588254392287383,
-      "running": 7,
-      "selectionWeight": 0.9556954769186886,
+      "qualityFactor": 1.2492512845866868,
+      "queueFactor": 0.9177458159195768,
+      "queueWeight": 0.9177458159195768,
+      "recentSuccess": 50,
+      "recentSuccessRate": 0.3968253968253968,
+      "recentTerminal": 126,
+      "recentWilsonLowerBound": 0.31566950403605964,
+      "running": 8,
+      "selectionWeight": 1.1464951394615883,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.833333333333332,
-      "waiting": 28554
+      "throughputPerHour": 21.0,
+      "waiting": 28553
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 141.13953488372093,
+      "backlogHours": 140.77456647398844,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.12992656538968744,
-      "queueFactor": 1.2868451854528589,
-      "queueWeight": 1.2868451854528589,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.16279069767441862,
-      "recentTerminal": 172,
-      "recentWilsonLowerBound": 0.11509600538971566,
-      "running": 5,
-      "selectionWeight": 0.16719537513414534,
+      "qualityFactor": 0.14693884085903797,
+      "queueFactor": 1.2896107687373624,
+      "queueWeight": 1.2896107687373624,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.1676300578034682,
+      "recentTerminal": 173,
+      "recentWilsonLowerBound": 0.11932367763160705,
+      "running": 8,
+      "selectionWeight": 0.1894939115176009,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 28.666666666666668,
-      "waiting": 4046
+      "throughputPerHour": 28.833333333333332,
+      "waiting": 4059
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1464.6774193548385,
+      "backlogHours": 1441.2380952380952,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2890642933377844,
-      "queueFactor": 0.9059668491330721,
-      "queueWeight": 0.9059668491330721,
+      "qualityFactor": 0.29106756935794126,
+      "queueFactor": 0.9097601734998134,
+      "queueWeight": 0.9097601734998134,
       "recentSuccess": 16,
-      "recentSuccessRate": 0.25806451612903225,
-      "recentTerminal": 62,
-      "recentWilsonLowerBound": 0.16554737249309678,
-      "running": 5,
-      "selectionWeight": 0.2618826670321106,
+      "recentSuccessRate": 0.25396825396825395,
+      "recentTerminal": 63,
+      "recentWilsonLowerBound": 0.1628027458309815,
+      "running": 7,
+      "selectionWeight": 0.2648016823992496,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.333333333333334,
-      "waiting": 15135
+      "throughputPerHour": 10.5,
+      "waiting": 15133
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 424.64516129032256,
+      "backlogHours": 421.632,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.387492618303905,
-      "queueFactor": 1.0908616581767006,
-      "queueWeight": 1.0908616581767006,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.25806451612903225,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.1891349682024834,
+      "qualityFactor": 0.36554364475802065,
+      "queueFactor": 1.0939494294515875,
+      "queueWeight": 1.0939494294515875,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.248,
+      "recentTerminal": 125,
+      "recentWilsonLowerBound": 0.18056639010525916,
       "running": 7,
-      "selectionWeight": 0.42270084013422915,
+      "selectionWeight": 0.3998862616226905,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 8776
+      "throughputPerHour": 20.833333333333332,
+      "waiting": 8784
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 38.81948424068768,
+      "backlogHours": 36.78474114441417,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -497,197 +497,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 16,
-      "recentSuccessRate": 0.045845272206303724,
-      "recentTerminal": 349,
-      "recentWilsonLowerBound": 0.028413347875317952,
-      "running": 21,
+      "recentSuccess": 15,
+      "recentSuccessRate": 0.04087193460490463,
+      "recentTerminal": 367,
+      "recentWilsonLowerBound": 0.024922692697441778,
+      "running": 25,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 58.166666666666664,
-      "waiting": 2258
+      "throughputPerHour": 61.166666666666664,
+      "waiting": 2250
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 88.4770642201835,
+      "backlogHours": 83.84347826086956,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.11722775564267307,
+      "qualityFactor": 0.10863564111812896,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 47,
-      "recentSuccessRate": 0.1437308868501529,
-      "recentTerminal": 327,
-      "recentWilsonLowerBound": 0.10983906779133029,
-      "running": 3,
-      "selectionWeight": 0.152396082335475,
+      "recentSuccessRate": 0.13623188405797101,
+      "recentTerminal": 345,
+      "recentWilsonLowerBound": 0.10401752210423754,
+      "running": 1,
+      "selectionWeight": 0.14122633345356764,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 54.5,
-      "waiting": 4822
+      "throughputPerHour": 57.5,
+      "waiting": 4821
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2524.7368421052633,
+      "backlogHours": 2592.972972972973,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.49871780916064146,
-      "queueFactor": 0.8349129296613294,
-      "queueWeight": 0.8349129296613294,
+      "qualityFactor": 0.5546961859309033,
+      "queueFactor": 0.8330433124378381,
+      "queueWeight": 0.8330433124378381,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.34210526315789475,
-      "recentTerminal": 38,
-      "recentWilsonLowerBound": 0.21212220026458956,
+      "recentSuccessRate": 0.35135135135135137,
+      "recentTerminal": 37,
+      "recentWilsonLowerBound": 0.21825406631100872,
       "running": 2,
-      "selectionWeight": 0.4163859471205909,
+      "selectionWeight": 0.46208594812451464,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.333333333333333,
+      "throughputPerHour": 6.166666666666667,
       "waiting": 15990
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 463.54838709677415,
+      "backlogHours": 467.7560975609756,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.3268255859756902,
-      "queueFactor": 1.0766123148063205,
-      "queueWeight": 1.0766123148063205,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.24193548387096775,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.17504889877225968,
-      "running": 7,
-      "selectionWeight": 0.35186445065522,
+      "qualityFactor": 0.37923543530241877,
+      "queueFactor": 1.077046272783456,
+      "queueWeight": 1.077046272783456,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.25203252032520324,
+      "recentTerminal": 123,
+      "recentWilsonLowerBound": 0.18360980012600733,
+      "running": 8,
+      "selectionWeight": 0.4084541120998816,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 9580
+      "throughputPerHour": 20.5,
+      "waiting": 9589
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 533.3949579831933,
+      "backlogHours": 528.8,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.5388768342024799,
-      "queueFactor": 1.054183631112385,
-      "queueWeight": 1.054183631112385,
+      "qualityFactor": 0.5522409861443884,
+      "queueFactor": 1.0574103666086148,
+      "queueWeight": 1.0574103666086148,
       "recentSuccess": 35,
-      "recentSuccessRate": 0.29411764705882354,
-      "recentTerminal": 119,
-      "recentWilsonLowerBound": 0.2197225317868407,
-      "running": 3,
-      "selectionWeight": 0.5680751378019169,
+      "recentSuccessRate": 0.2916666666666667,
+      "recentTerminal": 120,
+      "recentWilsonLowerBound": 0.21781442705981954,
+      "running": 5,
+      "selectionWeight": 0.5839453436152408,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.833333333333332,
-      "waiting": 10579
+      "throughputPerHour": 20.0,
+      "waiting": 10576
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2265.214285714286,
+      "backlogHours": 2306.072727272727,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8486081737266065,
-      "queueWeight": 0.8486081737266065,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.5714285714285714,
-      "recentTerminal": 56,
-      "recentWilsonLowerBound": 0.4413738892040555,
+      "queueFactor": 0.8478252191952681,
+      "queueWeight": 0.8478252191952681,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.5636363636363636,
+      "recentTerminal": 55,
+      "recentWilsonLowerBound": 0.43269584078681317,
       "running": 4,
-      "selectionWeight": 2.1215204343165164,
+      "selectionWeight": 2.11956304798817,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.333333333333334,
-      "waiting": 21142
+      "throughputPerHour": 9.166666666666666,
+      "waiting": 21139
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 4297.043478260869,
+      "backlogHours": 4118.5,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.38289026507618584,
-      "queueFactor": 0.7709001712109803,
-      "queueWeight": 0.7709001712109803,
-      "recentSuccess": 8,
-      "recentSuccessRate": 0.34782608695652173,
-      "recentTerminal": 23,
-      "recentWilsonLowerBound": 0.18811054636982238,
+      "qualityFactor": 0.5181235748995495,
+      "queueFactor": 0.777188597502732,
+      "queueWeight": 0.777188597502732,
+      "recentSuccess": 9,
+      "recentSuccessRate": 0.375,
+      "recentTerminal": 24,
+      "recentWilsonLowerBound": 0.21159133433631455,
       "running": 2,
-      "selectionWeight": 0.2951701709022493,
+      "selectionWeight": 0.40267973450928257,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 3.8333333333333335,
-      "waiting": 16472
+      "throughputPerHour": 4.0,
+      "waiting": 16474
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 758.2702702702703,
+      "backlogHours": 772.5137614678898,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.3180364084552384,
-      "queueFactor": 1.0,
-      "queueWeight": 1.0,
+      "qualityFactor": 0.3463100171718816,
+      "queueFactor": 0.9989674719211051,
+      "queueWeight": 0.9989674719211051,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.24324324324324326,
-      "recentTerminal": 111,
-      "recentWilsonLowerBound": 0.17289320485810214,
-      "running": 15,
-      "selectionWeight": 0.3180364084552384,
+      "recentSuccessRate": 0.24770642201834864,
+      "recentTerminal": 109,
+      "recentWilsonLowerBound": 0.17618414860824205,
+      "running": 16,
+      "selectionWeight": 0.34595244235514905,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.5,
-      "waiting": 14028
+      "throughputPerHour": 18.166666666666668,
+      "waiting": 14034
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 790.1954887218045,
+      "backlogHours": 767.2116788321168,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.13746944157186297,
-      "queueFactor": 0.9938330208963486,
-      "queueWeight": 0.9938330208963486,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.17293233082706766,
-      "recentTerminal": 133,
-      "recentWilsonLowerBound": 0.11808652609827379,
-      "running": 4,
-      "selectionWeight": 0.13662167039829867,
+      "qualityFactor": 0.1678636907588097,
+      "queueFactor": 1.0,
+      "queueWeight": 1.0,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.18248175182481752,
+      "recentTerminal": 137,
+      "recentWilsonLowerBound": 0.12676767353162913,
+      "running": 6,
+      "selectionWeight": 0.1678636907588097,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 22.166666666666668,
-      "waiting": 17516
+      "throughputPerHour": 22.833333333333332,
+      "waiting": 17518
     }
   },
-  "queueAttemptedAt": "2026-09-27T05:38:23.568650+00:00",
+  "queueAttemptedAt": "2026-09-27T05:50:08.570626+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-27T05:38:23.568650+00:00",
+  "queueUpdatedAt": "2026-09-27T05:50:08.570626+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 533733e837..e72a8ed352 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-27T05:48:12.857031+00:00",
+  "catalogUpdatedAt": "2026-09-27T05:50:08.570626+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-27T05:48:12.857031+00:00",
+  "generatedAt": "2026-09-27T05:50:08.570626+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6190,6 +6190,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-27T05:48:12.857031+00:00",
+  "taskTreeUpdatedAt": "2026-09-27T05:50:08.570626+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 6c8d5e6536..8f73f8556a 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "4870263f70118bbeccb918bae5b2a2a79c4c84c7655b3df410c3e7bdd60a1474",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "43d1e42f5b16ed7e0adc8ffd878099d7e05180c66460851a377bff2894659842",
-    ".modelhub_state/official_capabilities.json": "b27707bdd9be43fb75fa23240218ffb0d8356f946ee14f800d4a5b364f097000",
+    ".modelhub_state/market_intelligence.json": "42ca303dc1cda565bbea8b8d600616962bcfeb0abbf09160abfd60c5b1cc5e61",
+    ".modelhub_state/official_capabilities.json": "c7c01da4bd5bdf8518ea5ee2e2f5a3089e706ba36445391262c961a828a994fc",
     ".modelhub_state/outcome_checkpoint.json": "39ccf229815ac385b96bff98a937b44d78461ed396fe260dd05d34ccea44182d",
     ".modelhub_state/queue_cleanup_latest.json": "b69db35ea5af4823fabc8c6619e19c96122a741133f3b8872b1f872f790bc44e",
     ".modelhub_state/recent_outcomes.jsonl": "ee660e2e4dd35948a82b7313a4633d5f5bc6f9dbea4bd4efbc7fdd8fa633478f",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "9c81a6b4d3cd8b4832b1644a04e732d0e29d5ce9635ee6f738f72afc7c0be6e1",
     "outcomes/submissions.jsonl": "98d23c0b5b8ac847c464c746e07949b779475779f0f59984b36e6b8ab7481a15"
   },
-  "generation": 17089,
+  "generation": 17090,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-27T05:48:15.594569+00:00",
+  "updatedAt": "2026-09-27T05:50:11.209652+00:00",
   "writerId": "6e8ddfbd92ca45ccaf79298516f8a6ea"
 }