diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index bbe1531935..f8cabaae66 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-08T12:43:14.078870+00:00",
+  "generatedAt": "2026-10-08T12:46:41.388707+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1232.1617647058822,
+      "backlogHours": 1250.5970149253733,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.6253034700670919,
-      "queueFactor": 0.9595789717412164,
-      "queueWeight": 0.9595789717412164,
+      "qualityFactor": 1.4118405930266777,
+      "queueFactor": 0.953861491331318,
+      "queueWeight": 0.953861491331318,
       "recentSuccess": 47,
-      "recentSuccessRate": 0.34558823529411764,
-      "recentTerminal": 136,
-      "recentWilsonLowerBound": 0.2708948608823105,
+      "recentSuccessRate": 0.35074626865671643,
+      "recentTerminal": 134,
+      "recentWilsonLowerBound": 0.2751320108027539,
       "running": 8,
-      "selectionWeight": 1.559607032574411,
+      "selectionWeight": 1.3467003735865193,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.666666666666668,
-      "waiting": 27929
+      "throughputPerHour": 22.333333333333332,
+      "waiting": 27930
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1224.4832214765102,
+      "backlogHours": 1232.7972972972973,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 2.361079892249991,
-      "queueFactor": 0.9604791809620946,
-      "queueWeight": 0.9604791809620946,
+      "qualityFactor": 2.013275675637551,
+      "queueFactor": 0.9559147726265507,
+      "queueWeight": 0.9559147726265507,
       "recentSuccess": 59,
-      "recentSuccessRate": 0.3959731543624161,
-      "recentTerminal": 149,
-      "recentWilsonLowerBound": 0.3210090155907528,
+      "recentSuccessRate": 0.39864864864864863,
+      "recentTerminal": 148,
+      "recentWilsonLowerBound": 0.3232917101326603,
       "running": 8,
-      "selectionWeight": 2.2677680810943417,
+      "selectionWeight": 1.9245199597116347,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.833333333333332,
-      "waiting": 30408
+      "throughputPerHour": 24.666666666666668,
+      "waiting": 30409
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 190.15714285714287,
+      "backlogHours": 190.11428571428573,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.43164241377752044,
-      "queueFactor": 1.2700300151606934,
-      "queueWeight": 1.2700300151606934,
+      "qualityFactor": 0.36236523991302283,
+      "queueFactor": 1.2653209869431146,
+      "queueWeight": 1.2653209869431146,
       "recentSuccess": 29,
       "recentSuccessRate": 0.20714285714285716,
       "recentTerminal": 140,
       "recentWilsonLowerBound": 0.14827529229642786,
       "running": 8,
-      "selectionWeight": 0.5481988213138625,
+      "selectionWeight": 0.45850834300062454,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 23.333333333333332,
-      "waiting": 4437
+      "waiting": 4436
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1141.8666666666666,
+      "backlogHours": 1105.1612903225807,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.32550057717122693,
-      "queueFactor": 0.9705961676047189,
-      "queueWeight": 0.9705961676047189,
-      "recentSuccess": 18,
-      "recentSuccessRate": 0.2,
-      "recentTerminal": 90,
-      "recentWilsonLowerBound": 0.13042296962596497,
+      "qualityFactor": 0.21671346090117946,
+      "queueFactor": 0.97171537523549,
+      "queueWeight": 0.97171537523549,
+      "recentSuccess": 17,
+      "recentSuccessRate": 0.1827956989247312,
+      "recentTerminal": 93,
+      "recentWilsonLowerBound": 0.11737799269491771,
       "running": 7,
-      "selectionWeight": 0.3159296127555169,
+      "selectionWeight": 0.21058380197817128,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 15.0,
-      "waiting": 17128
+      "throughputPerHour": 15.5,
+      "waiting": 17130
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 426.09090909090907,
+      "backlogHours": 422.93233082706763,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.4495067009160702,
-      "queueFactor": 1.125266892285399,
-      "queueWeight": 1.125266892285399,
+      "qualityFactor": 0.37095920168123,
+      "queueFactor": 1.1223086014045436,
+      "queueWeight": 1.1223086014045436,
       "recentSuccess": 28,
-      "recentSuccessRate": 0.21212121212121213,
-      "recentTerminal": 132,
-      "recentWilsonLowerBound": 0.15103384183382562,
+      "recentSuccessRate": 0.21052631578947367,
+      "recentTerminal": 133,
+      "recentWilsonLowerBound": 0.14986350566500917,
       "running": 7,
-      "selectionWeight": 0.5058150084012887,
+      "selectionWeight": 0.41633070281700724,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 22.0,
-      "waiting": 9374
+      "submissionEligible": false,
+      "throughputPerHour": 22.166666666666668,
+      "waiting": 9375
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 105.2041884816754,
+      "backlogHours": 98.83743842364531,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,196 +558,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 5,
-      "recentSuccessRate": 0.02617801047120419,
-      "recentTerminal": 191,
-      "recentWilsonLowerBound": 0.011232210619450546,
+      "recentSuccessRate": 0.024630541871921183,
+      "recentTerminal": 203,
+      "recentWilsonLowerBound": 0.010565391137846205,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 31.833333333333332,
-      "waiting": 3349
+      "throughputPerHour": 33.833333333333336,
+      "waiting": 3344
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 145.35,
+      "backlogHours": 144.3404255319149,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.687858824640502,
+      "qualityFactor": 0.5682637229124984,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 64,
-      "recentSuccessRate": 0.22857142857142856,
-      "recentTerminal": 280,
-      "recentWilsonLowerBound": 0.1832557103870411,
-      "running": 5,
-      "selectionWeight": 0.8942164720326525,
+      "recentSuccessRate": 0.22695035460992907,
+      "recentTerminal": 282,
+      "recentWilsonLowerBound": 0.1819233801487638,
+      "running": 7,
+      "selectionWeight": 0.7387428397862479,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 46.666666666666664,
-      "waiting": 6783
+      "throughputPerHour": 47.0,
+      "waiting": 6784
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 1201.948051948052,
+      "backlogHours": 1202.025974025974,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.18711571811590005,
-      "queueFactor": 0.9631590878711328,
-      "queueWeight": 0.9631590878711328,
-      "recentSuccess": 13,
-      "recentSuccessRate": 0.16883116883116883,
+      "qualityFactor": 0.19359699635072294,
+      "queueFactor": 0.9595461039583769,
+      "queueWeight": 0.9595461039583769,
+      "recentSuccess": 14,
+      "recentSuccessRate": 0.18181818181818182,
       "recentTerminal": 77,
-      "recentWilsonLowerBound": 0.1014057303066853,
+      "recentWilsonLowerBound": 0.1115115201004776,
       "running": 2,
-      "selectionWeight": 0.1802222043868623,
+      "selectionWeight": 0.1857652435863803,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 12.833333333333334,
-      "waiting": 15425
+      "waiting": 15426
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 383.5416666666667,
+      "backlogHours": 391.78723404255317,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.3352316110093897,
-      "queueFactor": 1.1431652092314426,
-      "queueWeight": 1.1431652092314426,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.1875,
-      "recentTerminal": 144,
-      "recentWilsonLowerBound": 0.1321810434618685,
+      "qualityFactor": 0.24054181248384926,
+      "queueFactor": 1.1352601202966168,
+      "queueWeight": 1.1352601202966168,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.1773049645390071,
+      "recentTerminal": 141,
+      "recentWilsonLowerBound": 0.12307779859865452,
       "running": 8,
-      "selectionWeight": 0.38322511474054255,
+      "selectionWeight": 0.27307752697678095,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 24.0,
-      "waiting": 9205
+      "throughputPerHour": 23.5,
+      "waiting": 9207
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 576.6842105263158,
+      "backlogHours": 566.896551724138,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9692158052383781,
-      "queueFactor": 1.0753260637334947,
-      "queueWeight": 1.0753260637334947,
+      "qualityFactor": 0.781857504386349,
+      "queueFactor": 1.0740570545369135,
+      "queueWeight": 1.0740570545369135,
       "recentSuccess": 33,
-      "recentSuccessRate": 0.2894736842105263,
-      "recentTerminal": 114,
-      "recentWilsonLowerBound": 0.21416522774282082,
+      "recentSuccessRate": 0.28448275862068967,
+      "recentTerminal": 116,
+      "recentWilsonLowerBound": 0.2103189329369165,
       "running": 4,
-      "selectionWeight": 1.0422230167552746,
+      "selectionWeight": 0.839759568228784,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.0,
-      "waiting": 10957
+      "throughputPerHour": 19.333333333333332,
+      "waiting": 10960
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1962.705882352941,
+      "backlogHours": 1962.8823529411764,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8948548532683577,
-      "queueWeight": 0.8948548532683577,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.4411764705882353,
+      "queueFactor": 0.8914947370653706,
+      "queueWeight": 0.8914947370653706,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.47058823529411764,
       "recentTerminal": 68,
-      "recentWilsonLowerBound": 0.329460449863809,
+      "recentWilsonLowerBound": 0.3567291108779441,
       "running": 4,
-      "selectionWeight": 2.237137133170894,
+      "selectionWeight": 2.2287368426634266,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 11.333333333333334,
-      "waiting": 22244
+      "waiting": 22246
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1945.245283018868,
+      "backlogHours": 1983.0000000000002,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.896055120245946,
-      "queueWeight": 0.896055120245946,
+      "queueFactor": 0.8901322111775588,
+      "queueWeight": 0.8901322111775588,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.11320754716981132,
-      "recentTerminal": 53,
-      "recentWilsonLowerBound": 0.05292958911068668,
+      "recentSuccessRate": 0.11538461538461539,
+      "recentTerminal": 52,
+      "recentWilsonLowerBound": 0.05396895756082726,
       "running": 2,
-      "selectionWeight": 0.0448027560122973,
+      "selectionWeight": 0.044506610558877946,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 8.833333333333334,
-      "waiting": 17183
+      "throughputPerHour": 8.666666666666666,
+      "waiting": 17186
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 800.4761904761905,
+      "backlogHours": 720.3428571428572,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0237139435340903,
-      "queueWeight": 1.0237139435340903,
+      "queueFactor": 1.0361485799587236,
+      "queueWeight": 1.0361485799587236,
       "recentSuccess": 2,
-      "recentSuccessRate": 0.015873015873015872,
-      "recentTerminal": 126,
-      "recentWilsonLowerBound": 0.004363710388782352,
+      "recentSuccessRate": 0.014285714285714285,
+      "recentTerminal": 140,
+      "recentWilsonLowerBound": 0.003926358459994088,
       "running": 16,
-      "selectionWeight": 0.051185697176704514,
+      "selectionWeight": 0.05180742899793618,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 21.0,
-      "waiting": 16810
+      "throughputPerHour": 23.333333333333332,
+      "waiting": 16808
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1071.2222222222222,
+      "backlogHours": 1113.3461538461538,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.6442246280159393,
-      "queueFactor": 0.9799387816002524,
-      "queueWeight": 0.9799387816002524,
+      "qualityFactor": 0.5895421903366078,
+      "queueFactor": 0.9706404641724322,
+      "queueWeight": 0.9706404641724322,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.25,
-      "recentTerminal": 108,
-      "recentWilsonLowerBound": 0.17787718518702555,
+      "recentSuccessRate": 0.25961538461538464,
+      "recentTerminal": 104,
+      "recentWilsonLowerBound": 0.1849887491976701,
       "running": 6,
-      "selectionWeight": 0.6313006970548154,
+      "selectionWeight": 0.5722335052775573,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.0,
-      "waiting": 19282
+      "throughputPerHour": 17.333333333333332,
+      "waiting": 19298
     }
   },
-  "queueAttemptedAt": "2026-10-08T12:35:16.163539+00:00",
+  "queueAttemptedAt": "2026-10-08T12:46:41.388707+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-08T12:35:16.163539+00:00",
+  "queueUpdatedAt": "2026-10-08T12:46:41.388707+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 7a2a2b21c7..3ba6b88c53 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-08T12:43:14.078870+00:00",
+  "catalogUpdatedAt": "2026-10-08T12:46:41.388707+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-08T12:43:14.078870+00:00",
+  "generatedAt": "2026-10-08T12:46:41.388707+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6972,6 +6972,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-08T12:43:14.078870+00:00",
+  "taskTreeUpdatedAt": "2026-10-08T12:46:41.388707+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 85fe1e2530..5eef520919 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "e417715e63158b8c67cedbc374f6b9ae6faffa15d83bf1c5873dc309c9131630",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "490de102f74c91fc5018a7ff27cd15986b51ab9089984c69d6f4959e1f9d0d6b",
-    ".modelhub_state/official_capabilities.json": "f0a128cbfa3cbe0fb995da4128b7f75ec55300c7aece5f655a8a061b58bcae88",
+    ".modelhub_state/market_intelligence.json": "d2d97edfd3105c4331511f2121393edec3bbc2b9281073908e21f13fac2cd3f1",
+    ".modelhub_state/official_capabilities.json": "414a20c21db98c27959ee7bbd9ca348819ab54263003779cedae2ce913cac49c",
     ".modelhub_state/outcome_checkpoint.json": "8bf37073d2475a07f5f91923b0b0ce962a48421da15d603f84574b14a7583a76",
     ".modelhub_state/queue_cleanup_latest.json": "9a0567db027598f84427b0a7f62c7d9ca2584466d0e5f57d44dba9aeaca87c4f",
     ".modelhub_state/recent_outcomes.jsonl": "dfaabcad4c9daf5e23ece94559121bf543c56c9a7be382f82e2d5139385a0d79",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "e6a7c7e11507610da4de80148d591f77a3b86c8b47a45182acc7637ec563b614",
     "outcomes/submissions.jsonl": "a0285cf42df4e06efd457c808674c14248318a0a6bb8fa40c0f2929adc3e53f2"
   },
-  "generation": 22183,
+  "generation": 22184,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-08T12:44:15.440570+00:00",
+  "updatedAt": "2026-10-08T12:46:44.089249+00:00",
   "writerId": "dc0ce4714e0442da8f6b0a08a8a7cb03"
 }