diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5e5d92e2b..51912feb1 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-26T16:40:25.553722+00:00",
+  "generatedAt": "2026-09-26T16:42:13.753271+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1444.0840336134454,
+      "backlogHours": 1431.95,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.8278024499307208,
-      "queueFactor": 0.8993463531119554,
-      "queueWeight": 0.8993463531119554,
-      "recentSuccess": 48,
-      "recentSuccessRate": 0.40336134453781514,
-      "recentTerminal": 119,
-      "recentWilsonLowerBound": 0.3195775475068856,
+      "qualityFactor": 1.810336938591712,
+      "queueFactor": 0.9027681341132311,
+      "queueWeight": 0.9027681341132311,
+      "recentSuccess": 47,
+      "recentSuccessRate": 0.39166666666666666,
+      "recentTerminal": 120,
+      "recentWilsonLowerBound": 0.30899055515182583,
       "running": 8,
-      "selectionWeight": 1.6438274675542912,
+      "selectionWeight": 1.634314500168699,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.833333333333332,
-      "waiting": 28641
+      "throughputPerHour": 20.0,
+      "waiting": 28639
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 129.20634920634922,
+      "backlogHours": 128.52631578947367,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.28026070932735575,
-      "queueFactor": 1.2917345313846231,
-      "queueWeight": 1.2917345313846231,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.18518518518518517,
-      "recentTerminal": 189,
-      "recentWilsonLowerBound": 0.13627287673138647,
+      "qualityFactor": 0.27396528771330414,
+      "queueFactor": 1.296034582873898,
+      "queueWeight": 1.296034582873898,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.17894736842105263,
+      "recentTerminal": 190,
+      "recentWilsonLowerBound": 0.13097514823744372,
       "running": 8,
-      "selectionWeight": 0.36202243602849393,
+      "selectionWeight": 0.35506848738343955,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 31.5,
+      "throughputPerHour": 31.666666666666668,
       "waiting": 4070
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1243.9726027397262,
+      "backlogHours": 1227.2432432432431,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.4763020510169899,
-      "queueFactor": 0.9196958473042683,
-      "queueWeight": 0.9196958473042683,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.2602739726027397,
-      "recentTerminal": 73,
-      "recentWilsonLowerBound": 0.17342050231153916,
+      "qualityFactor": 0.5670422836847834,
+      "queueFactor": 0.9239017752054125,
+      "queueWeight": 0.9239017752054125,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.2702702702702703,
+      "recentTerminal": 74,
+      "recentWilsonLowerBound": 0.18230091797074338,
       "running": 7,
-      "selectionWeight": 0.4380530183828314,
+      "selectionWeight": 0.5238913725129025,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.166666666666666,
-      "waiting": 15135
+      "throughputPerHour": 12.333333333333334,
+      "waiting": 15136
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 463.42105263157896,
+      "backlogHours": 489.1666666666667,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.22674278923771396,
-      "queueFactor": 1.0665211786400641,
-      "queueWeight": 1.0665211786400641,
-      "recentSuccess": 21,
-      "recentSuccessRate": 0.18421052631578946,
-      "recentTerminal": 114,
-      "recentWilsonLowerBound": 0.12375939628073249,
+      "qualityFactor": 0.23944880606892596,
+      "queueFactor": 1.060588395020672,
+      "queueWeight": 1.060588395020672,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.18518518518518517,
+      "recentTerminal": 108,
+      "recentWilsonLowerBound": 0.12319860172367546,
       "running": 7,
-      "selectionWeight": 0.24182598682594234,
+      "selectionWeight": 0.2539566249182583,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 19.0,
+      "throughputPerHour": 18.0,
       "waiting": 8805
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 32.50580046403712,
+      "backlogHours": 33.95804195804196,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -497,197 +497,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.05568445475638051,
-      "recentTerminal": 431,
-      "recentWilsonLowerBound": 0.037701816535372634,
-      "running": 29,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.053613053613053616,
+      "recentTerminal": 429,
+      "recentWilsonLowerBound": 0.035987439901692515,
+      "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 71.83333333333333,
-      "waiting": 2335
+      "throughputPerHour": 71.5,
+      "waiting": 2428
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 94.53896103896103,
+      "backlogHours": 97.82,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.09378057091748962,
+      "qualityFactor": 0.10608215548169819,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 35,
-      "recentSuccessRate": 0.11363636363636363,
-      "recentTerminal": 308,
-      "recentWilsonLowerBound": 0.082850681587307,
-      "running": 8,
-      "selectionWeight": 0.12191474219273651,
+      "recentSuccessRate": 0.11666666666666667,
+      "recentTerminal": 300,
+      "recentWilsonLowerBound": 0.08509263799927806,
+      "running": 7,
+      "selectionWeight": 0.13790680212620765,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 51.333333333333336,
-      "waiting": 4853
+      "throughputPerHour": 50.0,
+      "waiting": 4891
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2338.2439024390246,
+      "backlogHours": 2338.390243902439,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.7688249593571351,
-      "queueFactor": 0.8366279633318635,
-      "queueWeight": 0.8366279633318635,
+      "qualityFactor": 0.8200606114229598,
+      "queueFactor": 0.8387409563633864,
+      "queueWeight": 0.8387409563633864,
       "recentSuccess": 14,
       "recentSuccessRate": 0.34146341463414637,
       "recentTerminal": 41,
       "recentWilsonLowerBound": 0.21558617366643462,
-      "running": 3,
-      "selectionWeight": 0.6432204599056627,
+      "running": 2,
+      "selectionWeight": 0.6878184215008367,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 6.833333333333333,
-      "waiting": 15978
+      "waiting": 15979
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 418.69565217391306,
+      "backlogHours": 412.5857142857143,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.41564932800962434,
-      "queueFactor": 1.0828818638432882,
-      "queueWeight": 1.0828818638432882,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.2246376811594203,
-      "recentTerminal": 138,
-      "recentWilsonLowerBound": 0.1630090197301834,
+      "qualityFactor": 0.5467870323089059,
+      "queueFactor": 1.0880234883486501,
+      "queueWeight": 1.0880234883486501,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.24285714285714285,
+      "recentTerminal": 140,
+      "recentWilsonLowerBound": 0.17931156147719365,
       "running": 8,
-      "selectionWeight": 0.4500991190202723,
+      "selectionWeight": 0.5949171342765419,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 23.0,
-      "waiting": 9630
+      "throughputPerHour": 23.333333333333332,
+      "waiting": 9627
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 513.7741935483871,
+      "backlogHours": 526.5619834710743,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.7854009827798468,
-      "queueFactor": 1.050146779667864,
-      "queueWeight": 1.050146779667864,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.2903225806451613,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.21768665116080693,
+      "qualityFactor": 0.7626958989270634,
+      "queueFactor": 1.0489335437555267,
+      "queueWeight": 1.0489335437555267,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.2809917355371901,
+      "recentTerminal": 121,
+      "recentWilsonLowerBound": 0.2085956290113622,
       "running": 4,
-      "selectionWeight": 0.8247863128142318,
+      "selectionWeight": 0.8000173120693715,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 10618
+      "throughputPerHour": 20.166666666666668,
+      "waiting": 10619
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1922.090909090909,
+      "backlogHours": 2013.8095238095239,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8615882332699325,
-      "queueWeight": 0.8615882332699325,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.48484848484848486,
-      "recentTerminal": 66,
-      "recentWilsonLowerBound": 0.36846762017425483,
+      "queueFactor": 0.8577537797249476,
+      "queueWeight": 0.8577537797249476,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.47619047619047616,
+      "recentTerminal": 63,
+      "recentWilsonLowerBound": 0.35781921387369653,
       "running": 4,
-      "selectionWeight": 2.1539705831748313,
+      "selectionWeight": 2.144384449312369,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.0,
-      "waiting": 21143
+      "throughputPerHour": 10.5,
+      "waiting": 21145
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3392.689655172414,
+      "backlogHours": 3392.896551724138,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.47228557896239287,
-      "queueFactor": 0.7911962636368775,
-      "queueWeight": 0.7911962636368775,
+      "qualityFactor": 0.5037594005454711,
+      "queueFactor": 0.7931947047847874,
+      "queueWeight": 0.7931947047847874,
       "recentSuccess": 9,
       "recentSuccessRate": 0.3103448275862069,
       "recentTerminal": 29,
       "recentWilsonLowerBound": 0.17275424489768068,
       "running": 2,
-      "selectionWeight": 0.37367058544462467,
+      "selectionWeight": 0.39957928899822637,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 4.833333333333333,
-      "waiting": 16398
+      "waiting": 16399
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 711.9327731092437,
+      "backlogHours": 724.0512820512821,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 1.2914815208275154,
+      "qualityFactor": 1.3452986715671509,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 42,
-      "recentSuccessRate": 0.35294117647058826,
-      "recentTerminal": 119,
-      "recentWilsonLowerBound": 0.2729054080635138,
-      "running": 17,
-      "selectionWeight": 1.2914815208275154,
+      "recentSuccess": 41,
+      "recentSuccessRate": 0.3504273504273504,
+      "recentTerminal": 117,
+      "recentWilsonLowerBound": 0.26998261263996287,
+      "running": 16,
+      "selectionWeight": 1.3452986715671509,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.833333333333332,
-      "waiting": 14120
+      "throughputPerHour": 19.5,
+      "waiting": 14119
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 920.283185840708,
+      "backlogHours": 945.8727272727274,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.41073940032995615,
-      "queueFactor": 0.9622271900249098,
-      "queueWeight": 0.9622271900249098,
+      "qualityFactor": 0.465800184032263,
+      "queueFactor": 0.9607059788844158,
+      "queueWeight": 0.9607059788844158,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.23008849557522124,
-      "recentTerminal": 113,
-      "recentWilsonLowerBound": 0.16213092290126854,
-      "running": 7,
-      "selectionWeight": 0.39522461901201017,
+      "recentSuccessRate": 0.23636363636363636,
+      "recentTerminal": 110,
+      "recentWilsonLowerBound": 0.16671070835585763,
+      "running": 6,
+      "selectionWeight": 0.44749702176525624,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.833333333333332,
-      "waiting": 17332
+      "throughputPerHour": 18.333333333333332,
+      "waiting": 17341
     }
   },
-  "queueAttemptedAt": "2026-09-26T16:31:33.776798+00:00",
+  "queueAttemptedAt": "2026-09-26T16:42:13.753271+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-26T16:31:33.776798+00:00",
+  "queueUpdatedAt": "2026-09-26T16:42:13.753271+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 53d14c1e4..59b82a7a7 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-26T16:40:25.553722+00:00",
+  "catalogUpdatedAt": "2026-09-26T16:42:13.753271+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-26T16:40:25.553722+00:00",
+  "generatedAt": "2026-09-26T16:42:13.753271+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6265,6 +6265,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-26T16:40:25.553722+00:00",
+  "taskTreeUpdatedAt": "2026-09-26T16:42:13.753271+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 6152c8647..5ea721900 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "11f11c121f288011e03748fd00b7964eaf3a858381f94a2d05b997e3bd5f376f",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "72105656bc774c07e6cd46eeccc1f30f3a05fbb7544e2caf39829acf5594fbd8",
-    ".modelhub_state/official_capabilities.json": "934436ee7acee54fbd35ac4a27be7316b792f563adeed7101206bfac0377e637",
+    ".modelhub_state/market_intelligence.json": "2f7c60ec734d6ca19df855e83cef17fc73c81c2e25aacd75f8cd6e2d194af76c",
+    ".modelhub_state/official_capabilities.json": "66e61eb4d2f3994d06346e1c72cec01970b2258beff56e4b97cae75c01959dbf",
     ".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": 16680,
+  "generation": 16681,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-26T16:40:34.774656+00:00",
+  "updatedAt": "2026-09-26T16:42:15.783356+00:00",
   "writerId": "08206cb1993a433e83f1d3e297db2d2e"
 }