diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index f527e11f9b..7ae16cc4e6 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-11T09:33:04.179251+00:00",
+  "generatedAt": "2026-10-11T09:35:42.110515+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1038.5925925925926,
+      "backlogHours": 1033.8773006134968,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.9269229796250633,
-      "queueFactor": 0.9161324895746503,
-      "queueWeight": 0.9161324895746503,
-      "recentSuccess": 46,
-      "recentSuccessRate": 0.2839506172839506,
-      "recentTerminal": 162,
-      "recentWilsonLowerBound": 0.22014486785220833,
-      "running": 8,
-      "selectionWeight": 1.7653167465425124,
+      "qualityFactor": 2.0033387865745502,
+      "queueFactor": 0.9173180713887672,
+      "queueWeight": 0.9173180713887672,
+      "recentSuccess": 45,
+      "recentSuccessRate": 0.27607361963190186,
+      "recentTerminal": 163,
+      "recentWilsonLowerBound": 0.21319744025496024,
+      "running": 9,
+      "selectionWeight": 1.8376988720388796,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.0,
-      "waiting": 28042
+      "throughputPerHour": 27.166666666666668,
+      "waiting": 28087
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1066.2312138728323,
+      "backlogHours": 1061.4137931034484,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9125304378186457,
-      "queueWeight": 0.9125304378186457,
-      "recentSuccess": 54,
-      "recentSuccessRate": 0.31213872832369943,
-      "recentTerminal": 173,
-      "recentWilsonLowerBound": 0.24780301684886918,
+      "queueFactor": 0.9137083426748692,
+      "queueWeight": 0.9137083426748692,
+      "recentSuccess": 52,
+      "recentSuccessRate": 0.2988505747126437,
+      "recentTerminal": 174,
+      "recentWilsonLowerBound": 0.23577769492074888,
       "running": 8,
-      "selectionWeight": 2.2813260945466145,
+      "selectionWeight": 2.284270856687173,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 28.833333333333332,
-      "waiting": 30743
+      "throughputPerHour": 29.0,
+      "waiting": 30781
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 118.09090909090908,
+      "backlogHours": 123.72765957446809,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.6931973294321656,
-      "queueFactor": 1.2693827679190726,
-      "queueWeight": 1.2693827679190726,
-      "recentSuccess": 44,
-      "recentSuccessRate": 0.18181818181818182,
-      "recentTerminal": 242,
-      "recentWilsonLowerBound": 0.1383206387548281,
-      "running": 9,
-      "selectionWeight": 0.8799327447487115,
+      "qualityFactor": 0.6895028086225221,
+      "queueFactor": 1.2613054713758671,
+      "queueWeight": 1.2613054713758671,
+      "recentSuccess": 41,
+      "recentSuccessRate": 0.17446808510638298,
+      "recentTerminal": 235,
+      "recentWilsonLowerBound": 0.13128895334987867,
+      "running": 8,
+      "selectionWeight": 0.8696736650446145,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 40.333333333333336,
-      "waiting": 4763
+      "throughputPerHour": 39.166666666666664,
+      "waiting": 4846
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 754.0763358778627,
+      "backlogHours": 749.6363636363636,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2609091607501156,
-      "queueFactor": 0.9611978074116827,
-      "queueWeight": 0.9611978074116827,
-      "recentSuccess": 18,
-      "recentSuccessRate": 0.13740458015267176,
-      "recentTerminal": 131,
-      "recentWilsonLowerBound": 0.08871409846626484,
+      "qualityFactor": 0.3315768275242281,
+      "queueFactor": 0.9626373375713376,
+      "queueWeight": 0.9626373375713376,
+      "recentSuccess": 19,
+      "recentSuccessRate": 0.14393939393939395,
+      "recentTerminal": 132,
+      "recentWilsonLowerBound": 0.0941249177951214,
       "running": 7,
-      "selectionWeight": 0.2507853132466334,
+      "selectionWeight": 0.3191882344482736,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 21.833333333333332,
-      "waiting": 16464
+      "throughputPerHour": 22.0,
+      "waiting": 16492
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 302.3050847457627,
+      "backlogHours": 308.7241379310345,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.5200359420912664,
-      "queueFactor": 1.1024483466405601,
-      "queueWeight": 1.1024483466405601,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.1694915254237288,
-      "recentTerminal": 177,
-      "recentWilsonLowerBound": 0.12138052794207303,
+      "qualityFactor": 0.7140016348283463,
+      "queueFactor": 1.0996505894171094,
+      "queueWeight": 1.0996505894171094,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.1839080459770115,
+      "recentTerminal": 174,
+      "recentWilsonLowerBound": 0.13338915904773224,
       "running": 8,
-      "selectionWeight": 0.5733127645521827,
+      "selectionWeight": 0.7851523185837708,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 29.5,
-      "waiting": 8918
+      "throughputPerHour": 29.0,
+      "waiting": 8953
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 61.96153846153847,
+      "backlogHours": 62.13223140495868,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -566,197 +566,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 18,
-      "recentSuccessRate": 0.04945054945054945,
-      "recentTerminal": 364,
-      "recentWilsonLowerBound": 0.0315054194140812,
-      "running": 24,
+      "recentSuccess": 17,
+      "recentSuccessRate": 0.046831955922865015,
+      "recentTerminal": 363,
+      "recentWilsonLowerBound": 0.029442041131079715,
+      "running": 26,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 60.666666666666664,
+      "throughputPerHour": 60.5,
       "waiting": 3759
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 123.30909090909091,
+      "backlogHours": 122.88217522658611,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.2712139403952788,
-      "queueFactor": 1.261176308695484,
-      "queueWeight": 1.261176308695484,
-      "recentSuccess": 40,
-      "recentSuccessRate": 0.12121212121212122,
-      "recentTerminal": 330,
-      "recentWilsonLowerBound": 0.09028993004410307,
-      "running": 5,
-      "selectionWeight": 0.3420485962144747,
+      "qualityFactor": 0.2816774764483279,
+      "queueFactor": 1.2626034327781845,
+      "queueWeight": 1.2626034327781845,
+      "recentSuccess": 39,
+      "recentSuccessRate": 0.11782477341389729,
+      "recentTerminal": 331,
+      "recentWilsonLowerBound": 0.08739935411968158,
+      "running": 11,
+      "selectionWeight": 0.35564694869995506,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 55.0,
-      "waiting": 6782
+      "throughputPerHour": 55.166666666666664,
+      "waiting": 6779
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2264.7804878048782,
+      "backlogHours": 2381.076923076923,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.8402274390388906,
-      "queueFactor": 0.8150254140420796,
-      "queueWeight": 0.8150254140420796,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.34146341463414637,
-      "recentTerminal": 41,
-      "recentWilsonLowerBound": 0.21558617366643462,
+      "qualityFactor": 1.864062335032466,
+      "queueFactor": 0.8094206602355487,
+      "queueWeight": 0.8094206602355487,
+      "recentSuccess": 13,
+      "recentSuccessRate": 0.3333333333333333,
+      "recentTerminal": 39,
+      "recentWilsonLowerBound": 0.2063276610691516,
       "running": 2,
-      "selectionWeight": 1.4998321304342677,
+      "selectionWeight": 1.5088105659421973,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.833333333333333,
-      "waiting": 15476
+      "throughputPerHour": 6.5,
+      "waiting": 15477
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 250.30243902439025,
+      "backlogHours": 252.7058823529412,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.2565696326553883,
-      "queueFactor": 1.1341103295881199,
-      "queueWeight": 1.1341103295881199,
-      "recentSuccess": 26,
-      "recentSuccessRate": 0.12682926829268293,
-      "recentTerminal": 205,
-      "recentWilsonLowerBound": 0.0880403377797195,
+      "qualityFactor": 0.31971212588284365,
+      "queueFactor": 1.1331776406692327,
+      "queueWeight": 1.1331776406692327,
+      "recentSuccess": 27,
+      "recentSuccessRate": 0.1323529411764706,
+      "recentTerminal": 204,
+      "recentWilsonLowerBound": 0.09257876844272823,
       "running": 8,
-      "selectionWeight": 0.2909782706531053,
+      "selectionWeight": 0.3622906325012655,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 34.166666666666664,
-      "waiting": 8552
+      "throughputPerHour": 34.0,
+      "waiting": 8592
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 419.523178807947,
+      "backlogHours": 410.2451612903226,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.6806663907570426,
-      "queueFactor": 1.0495706415459267,
-      "queueWeight": 1.0495706415459267,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.19205298013245034,
-      "recentTerminal": 151,
-      "recentWilsonLowerBound": 0.1371784261383071,
+      "qualityFactor": 0.853073725701064,
+      "queueFactor": 1.053740759515725,
+      "queueWeight": 1.053740759515725,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.2,
+      "recentTerminal": 155,
+      "recentWilsonLowerBound": 0.1446275910955794,
       "running": 4,
-      "selectionWeight": 0.7144074604256196,
+      "selectionWeight": 0.8989185556431485,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 25.166666666666668,
-      "waiting": 10558
+      "throughputPerHour": 25.833333333333332,
+      "waiting": 10598
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1435.4545454545455,
+      "backlogHours": 1430.76,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.8478465341113348,
-      "queueFactor": 0.8727234620197573,
-      "queueWeight": 0.8727234620197573,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.2222222222222222,
-      "recentTerminal": 99,
-      "recentWilsonLowerBound": 0.1515799287727833,
+      "qualityFactor": 1.1692498135268243,
+      "queueFactor": 0.8736858073341054,
+      "queueWeight": 0.8736858073341054,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.24,
+      "recentTerminal": 100,
+      "recentWilsonLowerBound": 0.16691211265459965,
       "running": 4,
-      "selectionWeight": 0.7399355625110964,
+      "selectionWeight": 1.0215569673064357,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.5,
-      "waiting": 23685
+      "throughputPerHour": 16.666666666666668,
+      "waiting": 23846
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1177.4157303370787,
+      "backlogHours": 1190.8636363636365,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.08795411687350244,
-      "queueFactor": 0.8990536183165867,
-      "queueWeight": 0.8990536183165867,
+      "qualityFactor": 0.10064038935302855,
+      "queueFactor": 0.8980716650359523,
+      "queueWeight": 0.8980716650359523,
       "recentSuccess": 9,
-      "recentSuccessRate": 0.10112359550561797,
-      "recentTerminal": 89,
-      "recentWilsonLowerBound": 0.05411793406379983,
+      "recentSuccessRate": 0.10227272727272728,
+      "recentTerminal": 88,
+      "recentWilsonLowerBound": 0.054743880751445935,
       "running": 2,
-      "selectionWeight": 0.07907546702096231,
+      "selectionWeight": 0.09038228203614088,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 14.833333333333334,
-      "waiting": 17465
+      "throughputPerHour": 14.666666666666666,
+      "waiting": 17466
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 551.5739644970414,
+      "backlogHours": 556.0,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.5771444194762249,
-      "queueFactor": 1.0073595419592387,
-      "queueWeight": 1.0073595419592387,
+      "qualityFactor": 0.6525645817738293,
+      "queueFactor": 1.006767252389515,
+      "queueWeight": 1.006767252389515,
       "recentSuccess": 30,
-      "recentSuccessRate": 0.17751479289940827,
-      "recentTerminal": 169,
-      "recentWilsonLowerBound": 0.1272675612570857,
+      "recentSuccessRate": 0.17857142857142858,
+      "recentTerminal": 168,
+      "recentWilsonLowerBound": 0.12804388694812174,
       "running": 16,
-      "selectionWeight": 0.5813919380479006,
+      "selectionWeight": 0.656980650999151,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 28.166666666666668,
-      "waiting": 15536
+      "throughputPerHour": 28.0,
+      "waiting": 15568
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 606.8399999999999,
+      "backlogHours": 607.14,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.5905659725515661,
-      "queueFactor": 0.9930335883987044,
-      "queueWeight": 0.9930335883987044,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.175,
+      "qualityFactor": 0.7087875648191335,
+      "queueFactor": 0.9935665740840088,
+      "queueWeight": 0.9935665740840088,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.18,
       "recentTerminal": 200,
-      "recentWilsonLowerBound": 0.12860441174608936,
+      "recentWilsonLowerBound": 0.1329455066253411,
       "running": 6,
-      "selectionWeight": 0.5864518469090524,
+      "selectionWeight": 0.7042276325306939,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 33.333333333333336,
-      "waiting": 20228
+      "waiting": 20238
     }
   },
-  "queueAttemptedAt": "2026-10-11T09:25:29.586259+00:00",
+  "queueAttemptedAt": "2026-10-11T09:35:42.110515+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-11T09:25:29.586259+00:00",
+  "queueUpdatedAt": "2026-10-11T09:35:42.110515+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index a0369dd067..4267b251a6 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-11T09:33:04.179251+00:00",
+  "catalogUpdatedAt": "2026-10-11T09:35:42.110515+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-11T09:33:04.179251+00:00",
+  "generatedAt": "2026-10-11T09:35:42.110515+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6752,6 +6752,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-11T09:33:04.179251+00:00",
+  "taskTreeUpdatedAt": "2026-10-11T09:35:42.110515+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 1fb353b74a..1594a470a3 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "6d04280ab2fb5650fbd81963db8a8d74be295c96f31b893d70eb121c9b17f3f4",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "7f6ec95711e973c48c80821e8c1bf3b0714418b74c611b79dcbd726f3d125cdc",
-    ".modelhub_state/official_capabilities.json": "9ebbea0ff4259febbe291ae78efade40c345166e6ee9e848e9f3840fc285b704",
+    ".modelhub_state/market_intelligence.json": "70cd05390fcd91a41893a6c6fc0b3f1d145b333eed02aa6064d088a8a28253ad",
+    ".modelhub_state/official_capabilities.json": "be4c78b3c66fa27c254e98258bce33a98dfbdbf0e731d2666b53250583153c3d",
     ".modelhub_state/outcome_checkpoint.json": "8ccfdefde4f71e685d304dd1f63c5db9733de4e8e2e15f4ba70f33bfe8bc8ef3",
     ".modelhub_state/queue_cleanup_latest.json": "4e5bc8624841298c9b1676b3851939cc266c7371e9f20157738746816d56284b",
     ".modelhub_state/recent_outcomes.jsonl": "80da7e34893c7f23d6e780c3c8969ebd88930069ae3a5e8b4e10bd4228996516",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "ba0249b32ff31ab3e6d7236a11bebf6cd56cdcde9828f52696196cea0b366def",
     "outcomes/submissions.jsonl": "7294b95bc3a68808c365b0593f198baebfec1676c711c49adc8a746219274e41"
   },
-  "generation": 23429,
+  "generation": 23430,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-11T09:33:16.023545+00:00",
+  "updatedAt": "2026-10-11T09:36:11.513399+00:00",
   "writerId": "43462b8a22de474db5c83d43b475a356"
 }