diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 8828adcdeb..d0160fe264 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-05T11:07:39.776100+00:00",
+  "generatedAt": "2026-10-05T11:10:09.360780+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1057.112582781457,
+      "backlogHours": 1043.3333333333333,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.576558904457723,
-      "queueFactor": 0.9537465972336767,
-      "queueWeight": 0.9537465972336767,
-      "recentSuccess": 51,
-      "recentSuccessRate": 0.33774834437086093,
-      "recentTerminal": 151,
-      "recentWilsonLowerBound": 0.2671712599337865,
-      "running": 9,
-      "selectionWeight": 1.5036376904650066,
+      "qualityFactor": 1.593915200221153,
+      "queueFactor": 0.955360341108206,
+      "queueWeight": 0.955360341108206,
+      "recentSuccess": 50,
+      "recentSuccessRate": 0.32679738562091504,
+      "recentTerminal": 153,
+      "recentWilsonLowerBound": 0.25751021482630554,
+      "running": 8,
+      "selectionWeight": 1.5227633693808351,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.166666666666668,
-      "waiting": 26604
+      "throughputPerHour": 25.5,
+      "waiting": 26605
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1059.658536585366,
+      "backlogHours": 1072.7037037037037,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.8923201655043143,
-      "queueFactor": 0.953402522538943,
-      "queueWeight": 0.953402522538943,
-      "recentSuccess": 59,
-      "recentSuccessRate": 0.3597560975609756,
-      "recentTerminal": 164,
-      "recentWilsonLowerBound": 0.2902873490000026,
-      "running": 8,
-      "selectionWeight": 1.8041428192431233,
+      "qualityFactor": 1.9544655198350296,
+      "queueFactor": 0.9513902673548625,
+      "queueWeight": 0.9513902673548625,
+      "recentSuccess": 57,
+      "recentSuccessRate": 0.35185185185185186,
+      "recentTerminal": 162,
+      "recentWilsonLowerBound": 0.2825207039748451,
+      "running": 9,
+      "selectionWeight": 1.8594594734517091,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.333333333333332,
-      "waiting": 28964
+      "throughputPerHour": 27.0,
+      "waiting": 28963
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 117.68715083798884,
+      "backlogHours": 114.91803278688525,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.7320124155100562,
+      "qualityFactor": 0.8086031490195732,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 44,
-      "recentSuccessRate": 0.24581005586592178,
-      "recentTerminal": 179,
-      "recentWilsonLowerBound": 0.18851197390318739,
+      "recentSuccess": 45,
+      "recentSuccessRate": 0.2459016393442623,
+      "recentTerminal": 183,
+      "recentWilsonLowerBound": 0.18915872478442047,
       "running": 8,
-      "selectionWeight": 0.9516161401630732,
+      "selectionWeight": 1.0511840937254453,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 29.833333333333332,
-      "waiting": 3511
+      "throughputPerHour": 30.5,
+      "waiting": 3505
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1182.5185185185185,
+      "backlogHours": 1212.6835443037976,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.05804751275456648,
-      "queueFactor": 0.937842684774118,
-      "queueWeight": 0.937842684774118,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.1111111111111111,
-      "recentTerminal": 81,
-      "recentWilsonLowerBound": 0.05956689007505133,
+      "qualityFactor": 0.09143086654117141,
+      "queueFactor": 0.9340466102206605,
+      "queueWeight": 0.9340466102206605,
+      "recentSuccess": 10,
+      "recentSuccessRate": 0.12658227848101267,
+      "recentTerminal": 79,
+      "recentWilsonLowerBound": 0.07023187936799045,
       "running": 7,
-      "selectionWeight": 0.05443943520620249,
+      "selectionWeight": 0.08540069096231877,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 13.5,
-      "waiting": 15964
+      "throughputPerHour": 13.166666666666666,
+      "waiting": 15967
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 416.016393442623,
+      "backlogHours": 396.515625,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.48806088875351034,
-      "queueFactor": 1.0969444145467304,
-      "queueWeight": 1.0969444145467304,
+      "qualityFactor": 0.4798289092846625,
+      "queueFactor": 1.1045658843663737,
+      "queueWeight": 1.1045658843663737,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.22131147540983606,
-      "recentTerminal": 122,
-      "recentWilsonLowerBound": 0.15679013737498695,
+      "recentSuccessRate": 0.2109375,
+      "recentTerminal": 128,
+      "recentWilsonLowerBound": 0.1492121185502459,
       "running": 7,
-      "selectionWeight": 0.5353756658768763,
+      "selectionWeight": 0.5300026435285657,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 20.333333333333332,
+      "submissionEligible": false,
+      "throughputPerHour": 21.333333333333332,
       "waiting": 8459
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 48.267605633802816,
+      "backlogHours": 46.5,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -557,197 +557,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.02112676056338028,
-      "recentTerminal": 426,
-      "recentWilsonLowerBound": 0.011153752687922878,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.01834862385321101,
+      "recentTerminal": 436,
+      "recentWilsonLowerBound": 0.00932609743738303,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 71.0,
-      "waiting": 3427
+      "throughputPerHour": 72.66666666666667,
+      "waiting": 3379
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 136.70671378091873,
+      "backlogHours": 131.32191780821918,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.21766895113760198,
-      "queueFactor": 1.2962319183194517,
-      "queueWeight": 1.2962319183194517,
-      "recentSuccess": 41,
-      "recentSuccessRate": 0.14487632508833923,
-      "recentTerminal": 283,
-      "recentWilsonLowerBound": 0.10862251825461394,
-      "running": 4,
-      "selectionWeight": 0.2821494420916768,
+      "qualityFactor": 0.18310339441205845,
+      "queueFactor": 1.3,
+      "queueWeight": 1.3,
+      "recentSuccess": 38,
+      "recentSuccessRate": 0.13013698630136986,
+      "recentTerminal": 292,
+      "recentWilsonLowerBound": 0.0963001175269205,
+      "running": 3,
+      "selectionWeight": 0.238034412735676,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 47.166666666666664,
-      "waiting": 6448
+      "throughputPerHour": 48.666666666666664,
+      "waiting": 6391
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 1912.2857142857144,
+      "backlogHours": 1874.04,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.7899496979837386,
-      "queueFactor": 0.8726061524700635,
-      "queueWeight": 0.8726061524700635,
+      "qualityFactor": 0.8263429468064334,
+      "queueFactor": 0.8750116652492205,
+      "queueWeight": 0.8750116652492205,
       "recentSuccess": 15,
-      "recentSuccessRate": 0.30612244897959184,
-      "recentTerminal": 49,
-      "recentWilsonLowerBound": 0.1951532349314748,
+      "recentSuccessRate": 0.3,
+      "recentTerminal": 50,
+      "recentWilsonLowerBound": 0.1910338908960936,
       "running": 2,
-      "selectionWeight": 0.6893149666024788,
+      "selectionWeight": 0.7230597179520453,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.166666666666666,
+      "throughputPerHour": 8.333333333333334,
       "waiting": 15617
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 311.41818181818184,
+      "backlogHours": 309.50602409638554,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.16102105620638235,
-      "queueFactor": 1.1456437577459846,
-      "queueWeight": 1.1456437577459846,
+      "qualityFactor": 0.17415539816302206,
+      "queueFactor": 1.1463844998329433,
+      "queueWeight": 1.1463844998329433,
       "recentSuccess": 23,
-      "recentSuccessRate": 0.1393939393939394,
-      "recentTerminal": 165,
-      "recentWilsonLowerBound": 0.09471387130261515,
+      "recentSuccessRate": 0.13855421686746988,
+      "recentTerminal": 166,
+      "recentWilsonLowerBound": 0.09413175500728677,
       "running": 8,
-      "selectionWeight": 0.18447276790850728,
+      "selectionWeight": 0.19964904901632313,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.5,
-      "waiting": 8564
+      "throughputPerHour": 27.666666666666668,
+      "waiting": 8563
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 597.8399999999999,
+      "backlogHours": 603.7575757575758,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9296599504780139,
-      "queueFactor": 1.0388753519423006,
-      "queueWeight": 1.0388753519423006,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.29,
-      "recentTerminal": 100,
-      "recentWilsonLowerBound": 0.21014706973984149,
+      "qualityFactor": 0.9498277083330984,
+      "queueFactor": 1.037053788445371,
+      "queueWeight": 1.037053788445371,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.2828282828282828,
+      "recentTerminal": 99,
+      "recentWilsonLowerBound": 0.20351825976230095,
       "running": 4,
-      "selectionWeight": 0.9658008082395084,
+      "selectionWeight": 0.9850224232972246,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.666666666666668,
-      "waiting": 9964
+      "throughputPerHour": 16.5,
+      "waiting": 9962
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1935.1764705882351,
+      "backlogHours": 1935.264705882353,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8710500331141906,
-      "queueWeight": 0.8710500331141906,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.4411764705882353,
+      "queueFactor": 0.8708023951063937,
+      "queueWeight": 0.8708023951063937,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.4264705882352941,
       "recentTerminal": 68,
-      "recentWilsonLowerBound": 0.329460449863809,
+      "recentWilsonLowerBound": 0.31597057562082875,
       "running": 4,
-      "selectionWeight": 2.1776250827854766,
+      "selectionWeight": 2.177005987765984,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 11.333333333333334,
-      "waiting": 21932
+      "waiting": 21933
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1462.8000000000002,
+      "backlogHours": 1462.8857142857144,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9083923017207594,
-      "queueWeight": 0.9083923017207594,
+      "queueFactor": 0.9081322765270505,
+      "queueWeight": 0.9081322765270505,
       "recentSuccess": 7,
       "recentSuccessRate": 0.1,
       "recentTerminal": 70,
       "recentWilsonLowerBound": 0.04928867510614623,
       "running": 2,
-      "selectionWeight": 0.04541961508603797,
+      "selectionWeight": 0.045406613826352527,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 11.666666666666666,
-      "waiting": 17066
+      "waiting": 17067
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 926.0,
+      "backlogHours": 935.2277227722773,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9728805922109993,
-      "queueWeight": 0.9728805922109993,
+      "queueFactor": 0.9711650964371821,
+      "queueWeight": 0.9711650964371821,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.058823529411764705,
-      "recentTerminal": 102,
-      "recentWilsonLowerBound": 0.027235268139653063,
+      "recentSuccessRate": 0.0594059405940594,
+      "recentTerminal": 101,
+      "recentWilsonLowerBound": 0.02750775260018063,
       "running": 16,
-      "selectionWeight": 0.04864402961054997,
+      "selectionWeight": 0.048558254821859104,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 17.0,
-      "waiting": 15742
+      "throughputPerHour": 16.833333333333332,
+      "waiting": 15743
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 615.8350515463917,
+      "backlogHours": 597.3,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
       "qualityFactor": 0.05,
-      "queueFactor": 1.034264283210699,
-      "queueWeight": 1.034264283210699,
+      "queueFactor": 1.0387278935005109,
+      "queueWeight": 1.0387278935005109,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.030927835051546393,
-      "recentTerminal": 194,
-      "recentWilsonLowerBound": 0.014249845166297589,
+      "recentSuccessRate": 0.03,
+      "recentTerminal": 200,
+      "recentWilsonLowerBound": 0.013820125830748323,
       "running": 6,
-      "selectionWeight": 0.051713214160534954,
+      "selectionWeight": 0.051936394675025546,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 32.333333333333336,
-      "waiting": 19912
+      "throughputPerHour": 33.333333333333336,
+      "waiting": 19910
     }
   },
-  "queueAttemptedAt": "2026-10-05T10:58:09.258677+00:00",
+  "queueAttemptedAt": "2026-10-05T11:10:09.360780+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-05T10:58:09.258677+00:00",
+  "queueUpdatedAt": "2026-10-05T11:10:09.360780+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index f150bf66bf..d7344a9744 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-05T11:07:39.776100+00:00",
+  "catalogUpdatedAt": "2026-10-05T11:10:09.360780+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-05T11:07:39.776100+00:00",
+  "generatedAt": "2026-10-05T11:10:09.360780+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6860,6 +6860,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-05T11:07:39.776100+00:00",
+  "taskTreeUpdatedAt": "2026-10-05T11:10:09.360780+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index b2df09ca0c..e940145596 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "75e307cd955d5df7f0cdd7bfd6dd538a2e9bdd2f66d8416ba0acc00ee0b7ec03",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "e4dd96da3c4a40bed6633d736a7b8accd12c1ddfc30ad35613aa9125e5337970",
-    ".modelhub_state/official_capabilities.json": "1409c916a5d2e950fbe746505b9469fe7f8a1ab6b37f7f55c762140e51f5324b",
+    ".modelhub_state/market_intelligence.json": "1000343a88a72c03f4ae4880ca48c2ff53611af6898e09ed8d77e646c632ab3e",
+    ".modelhub_state/official_capabilities.json": "d4ed73d1deb9299ade8f6bc968431ba3fe071346ba308aa957037d5bf1e501c7",
     ".modelhub_state/outcome_checkpoint.json": "6de784a577e1a09733751a86906ba89025706eac0ab6391b102637d577280d21",
     ".modelhub_state/queue_cleanup_latest.json": "64096e7a5c911a9814c648c2cc9e7fac19b3579e59fabccd2a34737f7910d066",
     ".modelhub_state/recent_outcomes.jsonl": "66f65405defcf850f044e43e54c3dc291f18521f309cb9962d861b493cb049ac",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "cf3c324ce49c308f50fb753d244e9aef4d33f1eeefe1e1a0cccb6862355d29c1",
     "outcomes/submissions.jsonl": "82184657e2eb4a43181b51716401621fecd83cdfb6e14130b88a55cd2ac7b928"
   },
-  "generation": 20874,
+  "generation": 20875,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-05T11:07:43.117950+00:00",
+  "updatedAt": "2026-10-05T11:11:19.746432+00:00",
   "writerId": "2a476b5b64aa45219c00032efc0102bb"
 }