diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 6c5adf522e..b474e7c582 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-08T17:06:51.478234+00:00",
+  "communityAttemptedAt": "2026-10-08T17:24:38.951990+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-08T17:06:51.478234+00:00",
+  "communityUpdatedAt": "2026-10-08T17:24:38.951990+00:00",
   "frameworkAttemptedAt": "2026-10-08T17:06:51.478234+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-08T17:20:56.877127+00:00",
+  "generatedAt": "2026-10-08T17:24:38.951990+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1300.7441860465117,
+      "backlogHours": 1252.1641791044776,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.6854417588068815,
-      "queueFactor": 0.8753206743538481,
-      "queueWeight": 0.8753206743538481,
-      "recentSuccess": 44,
-      "recentSuccessRate": 0.34108527131782945,
-      "recentTerminal": 129,
-      "recentWilsonLowerBound": 0.2649314187379118,
+      "qualityFactor": 1.658175985662801,
+      "queueFactor": 0.8866463581053041,
+      "queueWeight": 0.8866463581053041,
+      "recentSuccess": 45,
+      "recentSuccessRate": 0.3358208955223881,
+      "recentTerminal": 134,
+      "recentWilsonLowerBound": 0.26142099060223173,
       "running": 8,
-      "selectionWeight": 1.4753020169029754,
+      "selectionWeight": 1.4702156987855957,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.5,
-      "waiting": 27966
+      "throughputPerHour": 22.333333333333332,
+      "waiting": 27965
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1235.0675675675675,
+      "backlogHours": 1251.8219178082193,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8821498460368277,
-      "queueWeight": 0.8821498460368277,
-      "recentSuccess": 58,
-      "recentSuccessRate": 0.3918918918918919,
-      "recentTerminal": 148,
-      "recentWilsonLowerBound": 0.31693016943852115,
+      "queueFactor": 0.8866827166485242,
+      "queueWeight": 0.8866827166485242,
+      "recentSuccess": 57,
+      "recentSuccessRate": 0.3904109589041096,
+      "recentTerminal": 146,
+      "recentWilsonLowerBound": 0.3150577575510892,
       "running": 8,
-      "selectionWeight": 2.2053746150920692,
+      "selectionWeight": 2.2167067916213106,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.666666666666668,
-      "waiting": 30465
+      "throughputPerHour": 24.333333333333332,
+      "waiting": 30461
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 166.82208588957056,
+      "backlogHours": 157.14450867052022,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.33333480564060747,
-      "queueFactor": 1.1911266407884094,
-      "queueWeight": 1.1911266407884094,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.17791411042944785,
-      "recentTerminal": 163,
-      "recentWilsonLowerBound": 0.12682630361869113,
+      "qualityFactor": 0.3228245461187785,
+      "queueFactor": 1.210471990134852,
+      "queueWeight": 1.210471990134852,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.17341040462427745,
+      "recentTerminal": 173,
+      "recentWilsonLowerBound": 0.12425427288807994,
       "running": 8,
-      "selectionWeight": 0.3970439673005541,
+      "selectionWeight": 0.3907700708047781,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.166666666666668,
-      "waiting": 4532
+      "throughputPerHour": 28.833333333333332,
+      "waiting": 4531
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1072.4375,
+      "backlogHours": 971.0943396226414,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.15255182015173335,
-      "queueFactor": 0.9010319095242638,
-      "queueWeight": 0.9010319095242638,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.14583333333333334,
-      "recentTerminal": 96,
-      "recentWilsonLowerBound": 0.08890124617831179,
+      "qualityFactor": 0.14988199320063605,
+      "queueFactor": 0.9211076993464687,
+      "queueWeight": 0.9211076993464687,
+      "recentSuccess": 15,
+      "recentSuccessRate": 0.14150943396226415,
+      "recentTerminal": 106,
+      "recentWilsonLowerBound": 0.08766959878366441,
       "running": 7,
-      "selectionWeight": 0.13745405781271838,
+      "selectionWeight": 0.13805745793050095,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 16.0,
-      "waiting": 17159
+      "throughputPerHour": 17.666666666666668,
+      "waiting": 17156
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 461.7049180327869,
+      "backlogHours": 465.47107438016525,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2709646064418516,
-      "queueFactor": 1.022448154048578,
-      "queueWeight": 1.022448154048578,
-      "recentSuccess": 21,
-      "recentSuccessRate": 0.1721311475409836,
-      "recentTerminal": 122,
-      "recentWilsonLowerBound": 0.11542895012804419,
+      "qualityFactor": 0.3573852289999499,
+      "queueFactor": 1.0285270575625522,
+      "queueWeight": 1.0285270575625522,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.19008264462809918,
+      "recentTerminal": 121,
+      "recentWilsonLowerBound": 0.1301333553120293,
       "running": 7,
-      "selectionWeight": 0.2770472616689706,
+      "selectionWeight": 0.3675803779996374,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 20.333333333333332,
-      "waiting": 9388
+      "throughputPerHour": 20.166666666666668,
+      "waiting": 9387
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 73.76865671641791,
+      "backlogHours": 71.48387096774194,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,173 +558,173 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 4,
-      "recentSuccessRate": 0.014925373134328358,
-      "recentTerminal": 268,
-      "recentWilsonLowerBound": 0.005818998338858959,
+      "recentSuccessRate": 0.014336917562724014,
+      "recentTerminal": 279,
+      "recentWilsonLowerBound": 0.005589007899268918,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 44.666666666666664,
-      "waiting": 3295
+      "throughputPerHour": 46.5,
+      "waiting": 3324
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 174.1802575107296,
+      "backlogHours": 178.81578947368422,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.49214965404738475,
-      "queueFactor": 1.1834396915106027,
-      "queueWeight": 1.1834396915106027,
-      "recentSuccess": 46,
-      "recentSuccessRate": 0.19742489270386265,
-      "recentTerminal": 233,
-      "recentWilsonLowerBound": 0.15140002096968214,
+      "qualityFactor": 0.41491612211118495,
+      "queueFactor": 1.187240617763881,
+      "queueWeight": 1.187240617763881,
+      "recentSuccess": 42,
+      "recentSuccessRate": 0.18421052631578946,
+      "recentTerminal": 228,
+      "recentWilsonLowerBound": 0.13926883766494602,
       "running": 5,
-      "selectionWeight": 0.5824294347628869,
+      "selectionWeight": 0.4926052731354771,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 38.833333333333336,
-      "waiting": 6764
+      "submissionEligible": false,
+      "throughputPerHour": 38.0,
+      "waiting": 6795
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 1114.7142857142858,
+      "backlogHours": 1064.0454545454545,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.41472085066333864,
-      "queueFactor": 0.8958214047086462,
-      "queueWeight": 0.8958214047086462,
-      "recentSuccess": 18,
-      "recentSuccessRate": 0.21428571428571427,
-      "recentTerminal": 84,
-      "recentWilsonLowerBound": 0.14006654921749653,
+      "qualityFactor": 0.4384614790313426,
+      "queueFactor": 0.9085641547956523,
+      "queueWeight": 0.9085641547956523,
+      "recentSuccess": 19,
+      "recentSuccessRate": 0.2159090909090909,
+      "recentTerminal": 88,
+      "recentWilsonLowerBound": 0.1428071398331893,
       "running": 2,
-      "selectionWeight": 0.37151581500319675,
+      "selectionWeight": 0.3983703831065634,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 14.0,
+      "throughputPerHour": 14.666666666666666,
       "waiting": 15606
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 347.1320754716981,
+      "backlogHours": 338.2453987730061,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.3525498916786935,
-      "queueFactor": 1.0671408833786022,
-      "queueWeight": 1.0671408833786022,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.18238993710691823,
-      "recentTerminal": 159,
-      "recentWilsonLowerBound": 0.13009869371732086,
+      "qualityFactor": 0.3078736232175745,
+      "queueFactor": 1.0789835940228167,
+      "queueWeight": 1.0789835940228167,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.17177914110429449,
+      "recentTerminal": 163,
+      "recentWilsonLowerBound": 0.12160470906368633,
       "running": 8,
-      "selectionWeight": 0.37622040284103153,
+      "selectionWeight": 0.332190588484125,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 26.5,
-      "waiting": 9199
+      "throughputPerHour": 27.166666666666668,
+      "waiting": 9189
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 609.0,
+      "backlogHours": 657.4799999999999,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9285923205077387,
-      "queueFactor": 0.9808517615418988,
-      "queueWeight": 0.9808517615418988,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.2777777777777778,
-      "recentTerminal": 108,
-      "recentWilsonLowerBound": 0.20204904430713197,
+      "qualityFactor": 1.02572977646147,
+      "queueFactor": 0.9766011782729348,
+      "queueWeight": 0.9766011782729348,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.29,
+      "recentTerminal": 100,
+      "recentWilsonLowerBound": 0.21014706973984149,
       "running": 4,
-      "selectionWeight": 0.9108114133242949,
+      "selectionWeight": 1.0017289082819054,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.0,
-      "waiting": 10962
+      "throughputPerHour": 16.666666666666668,
+      "waiting": 10958
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1443.7021276595744,
+      "backlogHours": 1459.1612903225807,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.1673918852473673,
-      "queueFactor": 0.8617361871707346,
-      "queueWeight": 0.8617361871707346,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.30851063829787234,
-      "recentTerminal": 94,
-      "recentWilsonLowerBound": 0.2241995789114178,
+      "qualityFactor": 1.1036833561424233,
+      "queueFactor": 0.86653105343294,
+      "queueWeight": 0.86653105343294,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.3010752688172043,
+      "recentTerminal": 93,
+      "recentWilsonLowerBound": 0.21726167583661848,
       "running": 4,
-      "selectionWeight": 1.005983832127122,
+      "selectionWeight": 0.9563759012544968,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 15.666666666666666,
-      "waiting": 22618
+      "throughputPerHour": 15.5,
+      "waiting": 22617
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2473.285714285714,
+      "backlogHours": 2210.1702127659573,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.0823087399131671,
-      "queueFactor": 0.7948859614242173,
-      "queueWeight": 0.7948859614242173,
+      "qualityFactor": 0.06470630073543931,
+      "queueFactor": 0.8142087545121587,
+      "queueWeight": 0.8142087545121587,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.14285714285714285,
-      "recentTerminal": 42,
-      "recentWilsonLowerBound": 0.06715875684189934,
+      "recentSuccessRate": 0.1276595744680851,
+      "recentTerminal": 47,
+      "recentWilsonLowerBound": 0.05984522780202478,
       "running": 2,
-      "selectionWeight": 0.06542606185949368,
+      "selectionWeight": 0.05268443653089122,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 7.0,
+      "throughputPerHour": 7.833333333333333,
       "waiting": 17313
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 169.86868686868686,
+      "backlogHours": 168.99497487437185,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1878975068506692,
-      "queueWeight": 1.1878975068506692,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.02356902356902357,
-      "recentTerminal": 594,
-      "recentWilsonLowerBound": 0.014090436364161294,
+      "queueFactor": 1.1973429385921268,
+      "queueWeight": 1.1973429385921268,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.02680067001675042,
+      "recentTerminal": 597,
+      "recentWilsonLowerBound": 0.016562809232005038,
       "running": 16,
-      "selectionWeight": 0.05939487534253346,
+      "selectionWeight": 0.059867146929606346,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 99.0,
-      "waiting": 16817
+      "throughputPerHour": 99.5,
+      "waiting": 16815
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 37.056230031948886,
+      "backlogHours": 37.02457708266837,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
@@ -734,20 +734,20 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 34,
-      "recentSuccessRate": 0.010862619808306708,
-      "recentTerminal": 3130,
-      "recentWilsonLowerBound": 0.007783808169211864,
+      "recentSuccessRate": 0.010852218321097989,
+      "recentTerminal": 3133,
+      "recentWilsonLowerBound": 0.00777634513635969,
       "running": 6,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 521.6666666666666,
-      "waiting": 19331
+      "throughputPerHour": 522.1666666666666,
+      "waiting": 19333
     }
   },
-  "queueAttemptedAt": "2026-10-08T17:12:35.469838+00:00",
+  "queueAttemptedAt": "2026-10-08T17:24:38.951990+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-08T17:12:35.469838+00:00",
+  "queueUpdatedAt": "2026-10-08T17:24:38.951990+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Kunlunxin_p-800",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d22ebb6635..301f5f4dc3 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-08T17:20:56.877127+00:00",
+  "catalogUpdatedAt": "2026-10-08T17:24:38.951990+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-08T17:20:56.877127+00:00",
+  "generatedAt": "2026-10-08T17:24:38.951990+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6682,6 +6682,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-08T17:20:56.877127+00:00",
+  "taskTreeUpdatedAt": "2026-10-08T17:24:38.951990+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 75493a30ad..4a7c97ba49 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "6106f811c4a8379b31404a7521ed019ce1738fb71494cb66093eacb5f4a61ae9",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "9c1138e296bd65d341596f8d1b6418d3489629dcc8d15d2c47c64ff6a0c5fb69",
-    ".modelhub_state/official_capabilities.json": "9576daa1cfe8e646019b4ee013ef58c5b9e1a5d26eea6150e3b53ab7f6a24d19",
+    ".modelhub_state/market_intelligence.json": "cf0adfe22dcc0384bb226d29fa3b35f308448b13f949b7bce83510c663367a2d",
+    ".modelhub_state/official_capabilities.json": "3069feeb7e34818273a278808a884c8179ffb064bbfbfb6f81b5e8cbd42f923e",
     ".modelhub_state/outcome_checkpoint.json": "bc56585584803419254d0b5a1b616d0f728b96a7cdd1f576ccc5bf69a66ded52",
     ".modelhub_state/queue_cleanup_latest.json": "a98f7565068ba7e77b3242afa045132bcfaa310883d2b25c7d2ea9f252a91ca1",
     ".modelhub_state/recent_outcomes.jsonl": "715411d125245b5285b2c200ba090eb97b12b5c714de7330e0936a820fb25b0d",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "526b97a2b1100e6304ee65252c90860fc2391aa589c1782bf7ce0b2e80c364ec",
     "outcomes/submissions.jsonl": "c8aaa761a8394bfd3d70443c2277cc1edadf66e3cdd95658b952dff686958372"
   },
-  "generation": 22272,
+  "generation": 22273,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-08T17:21:52.714638+00:00",
+  "updatedAt": "2026-10-08T17:24:50.762055+00:00",
   "writerId": "dc0ce4714e0442da8f6b0a08a8a7cb03"
 }