diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 0f799751fc..3f914cd8ed 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-11T18:22:56.483134+00:00",
+  "generatedAt": "2026-10-11T18:26:37.365407+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1033.9636363636364,
+      "backlogHours": 1052.9259259259259,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.9910459337517459,
-      "queueFactor": 0.9528236972026752,
-      "queueWeight": 0.9528236972026752,
-      "recentSuccess": 47,
-      "recentSuccessRate": 0.28484848484848485,
-      "recentTerminal": 165,
-      "recentWilsonLowerBound": 0.22148755481804938,
+      "qualityFactor": 0.7658986523692639,
+      "queueFactor": 0.949095962536347,
+      "queueWeight": 0.949095962536347,
+      "recentSuccess": 44,
+      "recentSuccessRate": 0.2716049382716049,
+      "recentTerminal": 162,
+      "recentWilsonLowerBound": 0.2089933312463104,
       "running": 8,
-      "selectionWeight": 0.9442920506950161,
+      "selectionWeight": 0.7269113186756976,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.5,
-      "waiting": 28434
+      "throughputPerHour": 27.0,
+      "waiting": 28429
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1214.8051948051948,
+      "backlogHours": 1214.8441558441557,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.224782762116587,
-      "queueFactor": 0.9300629485000508,
-      "queueWeight": 0.9300629485000508,
-      "recentSuccess": 48,
-      "recentSuccessRate": 0.3116883116883117,
+      "qualityFactor": 1.1943661402834096,
+      "queueFactor": 0.9289486619014324,
+      "queueWeight": 0.9289486619014324,
+      "recentSuccess": 50,
+      "recentSuccessRate": 0.3246753246753247,
       "recentTerminal": 154,
-      "recentWilsonLowerBound": 0.2438662664082448,
+      "recentWilsonLowerBound": 0.255766892716209,
       "running": 8,
-      "selectionWeight": 1.1391250670061892,
+      "selectionWeight": 1.109504827836652,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 25.666666666666668,
-      "waiting": 31180
+      "waiting": 31181
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 124.26615969581748,
+      "backlogHours": 122.31460674157303,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.18712741255023885,
+      "qualityFactor": 0.14802499176318445,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 37,
-      "recentSuccessRate": 0.14068441064638784,
-      "recentTerminal": 263,
-      "recentWilsonLowerBound": 0.10381933690835876,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.1348314606741573,
+      "recentTerminal": 267,
+      "recentWilsonLowerBound": 0.0990059741506179,
       "running": 8,
-      "selectionWeight": 0.2432656363153105,
+      "selectionWeight": 0.1924324892921398,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 43.833333333333336,
-      "waiting": 5447
+      "throughputPerHour": 44.5,
+      "waiting": 5443
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 892.4464285714286,
+      "backlogHours": 908.5636363636364,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.25114309523939565,
-      "queueFactor": 0.9740943316082734,
-      "queueWeight": 0.9740943316082734,
+      "qualityFactor": 0.22970834069252116,
+      "queueFactor": 0.9703233806828191,
+      "queueWeight": 0.9703233806828191,
       "recentSuccess": 20,
-      "recentSuccessRate": 0.17857142857142858,
-      "recentTerminal": 112,
-      "recentWilsonLowerBound": 0.11867570210914297,
+      "recentSuccessRate": 0.18181818181818182,
+      "recentTerminal": 110,
+      "recentWilsonLowerBound": 0.12089480448542876,
       "running": 7,
-      "selectionWeight": 0.24463706549525205,
+      "selectionWeight": 0.22289137371180792,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 18.666666666666668,
-      "waiting": 16659
+      "throughputPerHour": 18.333333333333332,
+      "waiting": 16657
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 253.28372093023253,
+      "backlogHours": 252.05555555555554,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.14227949367194706,
-      "queueFactor": 1.176649861069184,
-      "queueWeight": 1.176649861069184,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.13023255813953488,
-      "recentTerminal": 215,
-      "recentWilsonLowerBound": 0.09166205048299508,
+      "qualityFactor": 0.14816995410459494,
+      "queueFactor": 1.1761029997644101,
+      "queueWeight": 1.1761029997644101,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.1388888888888889,
+      "recentTerminal": 216,
+      "recentWilsonLowerBound": 0.09905003399101243,
       "running": 7,
-      "selectionWeight": 0.16741314646209035,
+      "selectionWeight": 0.17426312749736908,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 35.833333333333336,
-      "waiting": 9076
+      "throughputPerHour": 36.0,
+      "waiting": 9074
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 48.59619450317125,
+      "backlogHours": 53.63636363636363,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -567,19 +567,19 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.016913319238900635,
-      "recentTerminal": 473,
-      "recentWilsonLowerBound": 0.008594502804279196,
+      "recentSuccessRate": 0.018648018648018648,
+      "recentTerminal": 429,
+      "recentWilsonLowerBound": 0.00947874770051554,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 78.83333333333333,
-      "waiting": 3831
+      "throughputPerHour": 71.5,
+      "waiting": 3835
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 85.77914110429448,
+      "backlogHours": 93.09333333333333,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
@@ -589,174 +589,174 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 36,
-      "recentSuccessRate": 0.0736196319018405,
-      "recentTerminal": 489,
-      "recentWilsonLowerBound": 0.0536483438820147,
-      "running": 12,
+      "recentSuccessRate": 0.08,
+      "recentTerminal": 450,
+      "recentWilsonLowerBound": 0.058343328484104486,
+      "running": 10,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 81.5,
-      "waiting": 6991
+      "throughputPerHour": 75.0,
+      "waiting": 6982
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2214.285714285714,
+      "backlogHours": 2113.909090909091,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.5657767477932583,
-      "queueFactor": 0.8499693999282991,
-      "queueWeight": 0.8499693999282991,
-      "recentSuccess": 12,
-      "recentSuccessRate": 0.2857142857142857,
-      "recentTerminal": 42,
-      "recentWilsonLowerBound": 0.1716685874457567,
+      "qualityFactor": 0.6951913937807903,
+      "queueFactor": 0.8548833384753013,
+      "queueWeight": 0.8548833384753013,
+      "recentSuccess": 14,
+      "recentSuccessRate": 0.3181818181818182,
+      "recentTerminal": 44,
+      "recentWilsonLowerBound": 0.19999129931673565,
       "running": 2,
-      "selectionWeight": 0.48089292281522034,
+      "selectionWeight": 0.5943075395946198,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 7.0,
-      "waiting": 15500
+      "throughputPerHour": 7.333333333333333,
+      "waiting": 15502
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 288.5934065934066,
+      "backlogHours": 282.7741935483871,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.39880509705953227,
-      "queueFactor": 1.1538394375830099,
-      "queueWeight": 1.1538394375830099,
+      "qualityFactor": 0.33343026419544586,
+      "queueFactor": 1.1559893498392468,
+      "queueWeight": 1.1559893498392468,
       "recentSuccess": 36,
-      "recentSuccessRate": 0.1978021978021978,
-      "recentTerminal": 182,
-      "recentWilsonLowerBound": 0.14643755613925674,
+      "recentSuccessRate": 0.1935483870967742,
+      "recentTerminal": 186,
+      "recentWilsonLowerBound": 0.14320755615321532,
       "running": 8,
-      "selectionWeight": 0.4601570488964084,
+      "selectionWeight": 0.38544183432402174,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 30.333333333333332,
-      "waiting": 8754
+      "throughputPerHour": 31.0,
+      "waiting": 8766
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 526.1951219512196,
+      "backlogHours": 521.7096774193548,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.23195996549870143,
-      "queueFactor": 1.0544265114782536,
-      "queueWeight": 1.0544265114782536,
-      "recentSuccess": 21,
-      "recentSuccessRate": 0.17073170731707318,
-      "recentTerminal": 123,
-      "recentWilsonLowerBound": 0.1144659352748107,
+      "qualityFactor": 0.1752529010662139,
+      "queueFactor": 1.0545215635413117,
+      "queueWeight": 1.0545215635413117,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.16129032258064516,
+      "recentTerminal": 124,
+      "recentWilsonLowerBound": 0.10690383789562935,
       "running": 4,
-      "selectionWeight": 0.2445847372234118,
+      "selectionWeight": 0.1848079632474947,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 20.5,
-      "waiting": 10787
+      "throughputPerHour": 20.666666666666668,
+      "waiting": 10782
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2302.875,
+      "backlogHours": 2342.7619047619046,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8449826365057478,
-      "queueWeight": 0.8449826365057478,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.453125,
-      "recentTerminal": 64,
-      "recentWilsonLowerBound": 0.33729251486034373,
+      "queueFactor": 0.8418032067228245,
+      "queueWeight": 0.8418032067228245,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.47619047619047616,
+      "recentTerminal": 63,
+      "recentWilsonLowerBound": 0.35781921387369653,
       "running": 4,
-      "selectionWeight": 2.1124565912643694,
+      "selectionWeight": 2.104508016807061,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.666666666666666,
-      "waiting": 24564
+      "throughputPerHour": 10.5,
+      "waiting": 24599
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1361.2207792207791,
+      "backlogHours": 1379.2105263157896,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9143217564639046,
-      "queueWeight": 0.9143217564639046,
+      "queueFactor": 0.9114339767884972,
+      "queueWeight": 0.9114339767884972,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.1038961038961039,
-      "recentTerminal": 77,
-      "recentWilsonLowerBound": 0.05359228295797315,
+      "recentSuccessRate": 0.10526315789473684,
+      "recentTerminal": 76,
+      "recentWilsonLowerBound": 0.05431061260701798,
       "running": 2,
-      "selectionWeight": 0.04571608782319523,
+      "selectionWeight": 0.045571698839424864,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 12.833333333333334,
-      "waiting": 17469
+      "throughputPerHour": 12.666666666666666,
+      "waiting": 17470
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 605.9230769230769,
+      "backlogHours": 579.8282208588956,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.26573066542892354,
-      "queueFactor": 1.0323470368114758,
-      "queueWeight": 1.0323470368114758,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.17307692307692307,
-      "recentTerminal": 156,
-      "recentWilsonLowerBound": 0.12176079105450206,
+      "qualityFactor": 0.23268630728038334,
+      "queueFactor": 1.037946327118969,
+      "queueWeight": 1.037946327118969,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.17177914110429449,
+      "recentTerminal": 163,
+      "recentWilsonLowerBound": 0.12160470906368633,
       "running": 16,
-      "selectionWeight": 0.2743262650454909,
+      "selectionWeight": 0.24151589801254972,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 26.0,
-      "waiting": 15754
+      "throughputPerHour": 27.166666666666668,
+      "waiting": 15752
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 906.7058823529411,
+      "backlogHours": 906.6617647058823,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.36227383983300865,
-      "queueFactor": 0.971780934944003,
-      "queueWeight": 0.971780934944003,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.19852941176470587,
+      "qualityFactor": 0.3843825147219738,
+      "queueFactor": 0.970628420696442,
+      "queueWeight": 0.970628420696442,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.21323529411764705,
       "recentTerminal": 136,
-      "recentWilsonLowerBound": 0.14018035078929256,
+      "recentWilsonLowerBound": 0.15276998208808046,
       "running": 6,
-      "selectionWeight": 0.3520508107786751,
+      "selectionWeight": 0.3730925932079163,
       "stale": false,
-      "submissionEligible": false,
+      "submissionEligible": true,
       "throughputPerHour": 22.666666666666668,
-      "waiting": 20552
+      "waiting": 20551
     }
   },
-  "queueAttemptedAt": "2026-10-11T18:13:02.594637+00:00",
+  "queueAttemptedAt": "2026-10-11T18:26:37.365407+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-11T18:13:02.594637+00:00",
+  "queueUpdatedAt": "2026-10-11T18:26:37.365407+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index cd81bd5f9f..77c41d1dec 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-11T18:22:56.483134+00:00",
+  "catalogUpdatedAt": "2026-10-11T18:26:37.365407+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-11T18:22:56.483134+00:00",
+  "generatedAt": "2026-10-11T18:26:37.365407+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6537,6 +6537,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-11T18:22:56.483134+00:00",
+  "taskTreeUpdatedAt": "2026-10-11T18:26:37.365407+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 149bcfa3c2..78adac7a79 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "73a1ddc586541176be9fa782617553cc9f1afa011625c8a9cc2385b0ca087566",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "6d8ee837301a05efcaa2e637c4318818ae2854479e333c57a002bfe769247667",
-    ".modelhub_state/official_capabilities.json": "fe3687f546fbc52f0f32688493d8c073abe2ae0db60e99a37eeee36545b1bc6b",
+    ".modelhub_state/market_intelligence.json": "2abc8f7f7448c574736518803b58e3f4ca4d666a5e233f79ca6c3753d628dd52",
+    ".modelhub_state/official_capabilities.json": "f41ea938a404fafc5d1591856932e4edb563f927d8c927ab644079058eed9ec0",
     ".modelhub_state/outcome_checkpoint.json": "44d67d39f333e9af27dd521bbea253de64038578f46def2554fec687ad076ee5",
     ".modelhub_state/queue_cleanup_latest.json": "bf4f891e7d9cb1228e7ae2896c4e7990bb9b8ca7f497c4165f844f2591ec11f3",
     ".modelhub_state/recent_outcomes.jsonl": "80da7e34893c7f23d6e780c3c8969ebd88930069ae3a5e8b4e10bd4228996516",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "0d8240de6bedb0f95a282ca72bc77258708c25ed06a125809867a51448d47b1d",
     "outcomes/submissions.jsonl": "d941a7420edad018d70678897aa2784f01018306b85469aa6f801db95b708f8e"
   },
-  "generation": 23624,
+  "generation": 23625,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-11T18:24:27.658861+00:00",
+  "updatedAt": "2026-10-11T18:26:40.618307+00:00",
   "writerId": "bb7b8681024c432e99e7df31eccaf8ba"
 }