diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 2a20be405d..3aa43ff528 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-06T02:41:42.752860+00:00",
+  "generatedAt": "2026-10-06T02:44:01.654656+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1073.1486486486485,
+      "backlogHours": 1051.7880794701987,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.0786880299609667,
-      "queueFactor": 0.9754849690694927,
-      "queueWeight": 0.9754849690694927,
+      "qualityFactor": 1.0176275726325694,
+      "queueFactor": 0.9772772826339372,
+      "queueWeight": 0.9772772826339372,
       "recentSuccess": 47,
-      "recentSuccessRate": 0.31756756756756754,
-      "recentTerminal": 148,
-      "recentWilsonLowerBound": 0.2479922164670603,
+      "recentSuccessRate": 0.31125827814569534,
+      "recentTerminal": 151,
+      "recentWilsonLowerBound": 0.24286165023873077,
       "running": 8,
-      "selectionWeight": 1.0522439595421056,
+      "selectionWeight": 0.994504308915727,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.666666666666668,
-      "waiting": 26471
+      "throughputPerHour": 25.166666666666668,
+      "waiting": 26470
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1334.076923076923,
+      "backlogHours": 1323.9847328244275,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 2.181451420006641,
-      "queueFactor": 0.9441531220492029,
-      "queueWeight": 0.9441531220492029,
-      "recentSuccess": 55,
-      "recentSuccessRate": 0.4230769230769231,
-      "recentTerminal": 130,
-      "recentWilsonLowerBound": 0.34155499024701075,
-      "running": 9,
-      "selectionWeight": 2.0596241687979373,
+      "qualityFactor": 2.2172766853286854,
+      "queueFactor": 0.9441143387724833,
+      "queueWeight": 0.9441143387724833,
+      "recentSuccess": 56,
+      "recentSuccessRate": 0.42748091603053434,
+      "recentTerminal": 131,
+      "recentWilsonLowerBound": 0.34601929472299015,
+      "running": 8,
+      "selectionWeight": 2.0933627116447355,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.666666666666668,
-      "waiting": 28905
+      "throughputPerHour": 21.833333333333332,
+      "waiting": 28907
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 75.22727272727273,
+      "backlogHours": 75.89312977099237,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.11716112248312044,
+      "qualityFactor": 0.11771578685127818,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 33,
-      "recentSuccessRate": 0.125,
-      "recentTerminal": 264,
-      "recentWilsonLowerBound": 0.0904076478686718,
-      "running": 9,
-      "selectionWeight": 0.15230945922805658,
+      "recentSuccessRate": 0.12595419847328243,
+      "recentTerminal": 262,
+      "recentWilsonLowerBound": 0.09110906677161758,
+      "running": 8,
+      "selectionWeight": 0.15303052290666164,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 44.0,
-      "waiting": 3310
+      "throughputPerHour": 43.666666666666664,
+      "waiting": 3314
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 947.0495049504951,
+      "backlogHours": 919.7884615384615,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2342393560149295,
-      "queueFactor": 0.993947995313038,
-      "queueWeight": 0.993947995313038,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.18811881188118812,
-      "recentTerminal": 101,
-      "recentWilsonLowerBound": 0.12387028698950667,
+      "qualityFactor": 0.24903573714718105,
+      "queueFactor": 0.9971347383553522,
+      "queueWeight": 0.9971347383553522,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.19230769230769232,
+      "recentTerminal": 104,
+      "recentWilsonLowerBound": 0.12808047966842862,
       "running": 7,
-      "selectionWeight": 0.2328217383344562,
+      "selectionWeight": 0.24832218460138664,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 16.833333333333332,
-      "waiting": 15942
+      "throughputPerHour": 17.333333333333332,
+      "waiting": 15943
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 332.1456953642384,
+      "backlogHours": 332.18543046357615,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.480083514490817,
-      "queueFactor": 1.1631086085231053,
-      "queueWeight": 1.1631086085231053,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.23178807947019867,
+      "qualityFactor": 0.5103575957814184,
+      "queueFactor": 1.1617159524558396,
+      "queueWeight": 1.1617159524558396,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.23841059602649006,
       "recentTerminal": 151,
-      "recentWilsonLowerBound": 0.17164429912369114,
+      "recentWilsonLowerBound": 0.17747009296336713,
       "running": 7,
-      "selectionWeight": 0.5583892685142962,
+      "selectionWeight": 0.5928905604762829,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 25.166666666666668,
-      "waiting": 8359
+      "waiting": 8360
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 46.95238095238095,
+      "backlogHours": 47.477064220183486,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -557,148 +557,148 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.022675736961451247,
-      "recentTerminal": 441,
-      "recentWilsonLowerBound": 0.012362605654243401,
-      "running": 26,
+      "recentSuccess": 9,
+      "recentSuccessRate": 0.020642201834862386,
+      "recentTerminal": 436,
+      "recentWilsonLowerBound": 0.010897058758755076,
+      "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 73.5,
-      "waiting": 3451
+      "throughputPerHour": 72.66666666666667,
+      "waiting": 3450
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 166.34934497816596,
+      "backlogHours": 166.29694323144105,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.14869381503919896,
-      "queueFactor": 1.290227814393702,
-      "queueWeight": 1.290227814393702,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.13973799126637554,
+      "qualityFactor": 0.1352135274477757,
+      "queueFactor": 1.2887669795391785,
+      "queueWeight": 1.2887669795391785,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.13537117903930132,
       "recentTerminal": 229,
-      "recentWilsonLowerBound": 0.10075228135613218,
-      "running": 4,
-      "selectionWeight": 0.19184889599188706,
+      "recentWilsonLowerBound": 0.0970328110533617,
+      "running": 5,
+      "selectionWeight": 0.1742587293617077,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 38.166666666666664,
-      "waiting": 6349
+      "waiting": 6347
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 1990.4680851063831,
+      "backlogHours": 1990.212765957447,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.8427497127148849,
-      "queueFactor": 0.8891525565767382,
-      "queueWeight": 0.8891525565767382,
+      "qualityFactor": 0.8324643767393498,
+      "queueFactor": 0.8881209482983725,
+      "queueWeight": 0.8881209482983725,
       "recentSuccess": 16,
       "recentSuccessRate": 0.3404255319148936,
       "recentTerminal": 47,
       "recentWilsonLowerBound": 0.2216726071376219,
       "running": 2,
-      "selectionWeight": 0.7493330616147515,
+      "selectionWeight": 0.739329051694365,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 7.833333333333333,
-      "waiting": 15592
+      "waiting": 15590
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 352.0699300699301,
+      "backlogHours": 362.0287769784172,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.15892312527396604,
-      "queueFactor": 1.1529891600070366,
-      "queueWeight": 1.1529891600070366,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.15384615384615385,
-      "recentTerminal": 143,
-      "recentWilsonLowerBound": 0.103845722608873,
+      "qualityFactor": 0.14763449699703038,
+      "queueFactor": 1.1468208395179298,
+      "queueWeight": 1.1468208395179298,
+      "recentSuccess": 21,
+      "recentSuccessRate": 0.1510791366906475,
+      "recentTerminal": 139,
+      "recentWilsonLowerBound": 0.10098748819284317,
       "running": 8,
-      "selectionWeight": 0.18323664071532314,
+      "selectionWeight": 0.16931031778794167,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 23.833333333333332,
-      "waiting": 8391
+      "throughputPerHour": 23.166666666666668,
+      "waiting": 8387
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 598.7878787878788,
+      "backlogHours": 610.9484536082474,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9963255223081822,
-      "queueFactor": 1.0647033346452894,
-      "queueWeight": 1.0647033346452894,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.32323232323232326,
-      "recentTerminal": 99,
-      "recentWilsonLowerBound": 0.23919862826396276,
+      "qualityFactor": 0.8689760787170517,
+      "queueFactor": 1.0602452968389096,
+      "queueWeight": 1.0602452968389096,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.30927835051546393,
+      "recentTerminal": 97,
+      "recentWilsonLowerBound": 0.22604022957947018,
       "running": 4,
-      "selectionWeight": 1.0607911059937312,
+      "selectionWeight": 0.9213278005252722,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.5,
-      "waiting": 9880
+      "throughputPerHour": 16.166666666666668,
+      "waiting": 9877
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1774.135135135135,
+      "backlogHours": 1727.2105263157896,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9046311951701032,
-      "queueWeight": 0.9046311951701032,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.47297297297297297,
-      "recentTerminal": 74,
-      "recentWilsonLowerBound": 0.36338517790283736,
+      "queueFactor": 0.9072046105607419,
+      "queueWeight": 0.9072046105607419,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.47368421052631576,
+      "recentTerminal": 76,
+      "recentWilsonLowerBound": 0.3654191301183306,
       "running": 5,
-      "selectionWeight": 2.261577987925258,
+      "selectionWeight": 2.2680115264018545,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.333333333333334,
-      "waiting": 21881
+      "throughputPerHour": 12.666666666666666,
+      "waiting": 21878
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1677.6393442622953,
+      "backlogHours": 1705.7,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.06257057700257874,
-      "queueFactor": 0.912251894449603,
-      "queueWeight": 0.912251894449603,
-      "recentSuccess": 8,
-      "recentSuccessRate": 0.13114754098360656,
-      "recentTerminal": 61,
-      "recentWilsonLowerBound": 0.06797996145868099,
+      "qualityFactor": 0.05,
+      "queueFactor": 0.9089115927933213,
+      "queueWeight": 0.9089115927933213,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.11666666666666667,
+      "recentTerminal": 60,
+      "recentWilsonLowerBound": 0.057676474034500484,
       "running": 2,
-      "selectionWeight": 0.05708012740740722,
+      "selectionWeight": 0.04544557963966607,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 10.166666666666666,
-      "waiting": 17056
+      "throughputPerHour": 10.0,
+      "waiting": 17057
     },
     "Vastai_va16": {
       "available": true,
@@ -709,14 +709,14 @@
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9735778136022195,
-      "queueWeight": 0.9735778136022195,
+      "queueFactor": 0.9724295423173259,
+      "queueWeight": 0.9724295423173259,
       "recentSuccess": 6,
       "recentSuccessRate": 0.06896551724137931,
       "recentTerminal": 87,
       "recentWilsonLowerBound": 0.03198840357214716,
       "running": 16,
-      "selectionWeight": 0.04867889068011098,
+      "selectionWeight": 0.0486214771158663,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 14.5,
@@ -724,30 +724,30 @@
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 871.9270072992701,
+      "backlogHours": 884.9333333333333,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.22101485733378876,
-      "queueFactor": 1.0063465101267393,
-      "queueWeight": 1.0063465101267393,
+      "qualityFactor": 0.2256873123185449,
+      "queueFactor": 1.0029296182875918,
+      "queueWeight": 1.0029296182875918,
       "recentSuccess": 24,
-      "recentSuccessRate": 0.17518248175182483,
-      "recentTerminal": 137,
-      "recentWilsonLowerBound": 0.12064106032377601,
+      "recentSuccessRate": 0.17777777777777778,
+      "recentTerminal": 135,
+      "recentWilsonLowerBound": 0.12247545696005419,
       "running": 6,
-      "selectionWeight": 0.22241753036401749,
+      "selectionWeight": 0.22634848999599075,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 22.833333333333332,
-      "waiting": 19909
+      "throughputPerHour": 22.5,
+      "waiting": 19911
     }
   },
-  "queueAttemptedAt": "2026-10-06T02:33:53.474141+00:00",
+  "queueAttemptedAt": "2026-10-06T02:44:01.654656+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-06T02:33:53.474141+00:00",
+  "queueUpdatedAt": "2026-10-06T02:44:01.654656+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 1fea0f7e46..502db9ce40 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-06T02:41:42.752860+00:00",
+  "catalogUpdatedAt": "2026-10-06T02:44:01.654656+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-06T02:41:42.752860+00:00",
+  "generatedAt": "2026-10-06T02:44:01.654656+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6494,6 +6494,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-06T02:41:42.752860+00:00",
+  "taskTreeUpdatedAt": "2026-10-06T02:44:01.654656+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 1af4d9a7c8..d35d5f96f4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "5458a519531f425e83cd592ba6ef39da6d3922cabbb706bfa0bb7021dc1c589e",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "118269c4261ab9ec1e64f9619f69ebb5157386ce7042dd7a207216ccb28d2fde",
-    ".modelhub_state/official_capabilities.json": "23e72838b4ec84d49ff298e7085eb3f523ac6fa7cc456ada7ab86ede707d934a",
+    ".modelhub_state/market_intelligence.json": "55bd4f4132fc86d01caae63cc586df0e340bb4e07202dfdeaa0e7a0bdd05f75a",
+    ".modelhub_state/official_capabilities.json": "26d0adbec00a925d561dd85a49f7e949bbd9680e866ed3f6475fed498bddef9e",
     ".modelhub_state/outcome_checkpoint.json": "d4c11dc77d949567c534bf4b929418777fc1f41690746c29d7d50fc7160fce27",
     ".modelhub_state/queue_cleanup_latest.json": "37a92df5dbd2c6d207e323031242f864be96827043ca583084769f1f466765cb",
     ".modelhub_state/recent_outcomes.jsonl": "66f65405defcf850f044e43e54c3dc291f18521f309cb9962d861b493cb049ac",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "73b00e14bfc713e89cb0824884668e10302de3ce6d4e7b3aad24d77e73f45db0",
     "outcomes/submissions.jsonl": "16ad14643e48c98e9fb31d1f08858224b3722056cb158f480688ab6a94fc7c52"
   },
-  "generation": 21224,
+  "generation": 21225,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-06T02:41:47.350458+00:00",
+  "updatedAt": "2026-10-06T02:44:05.042877+00:00",
   "writerId": "c99196ebc91b43dbbcacb4830cce7e56"
 }