diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index fc0d115db..c2d6f688e 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-02T11:51:01.962062+00:00",
+  "communityAttemptedAt": "2026-10-02T12:09:26.765145+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-02T11:51:01.962062+00:00",
+  "communityUpdatedAt": "2026-10-02T12:09:26.765145+00:00",
   "frameworkAttemptedAt": "2026-10-02T10:35:25.647177+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-02T12:05:49.663864+00:00",
+  "generatedAt": "2026-10-02T12:09:26.765145+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1526.943396226415,
+      "backlogHours": 1470.8727272727274,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.4956936366533315,
-      "queueFactor": 0.973781182641378,
-      "queueWeight": 0.973781182641378,
+      "qualityFactor": 1.6686838190460307,
+      "queueFactor": 0.9760831561003486,
+      "queueWeight": 0.9760831561003486,
       "recentSuccess": 44,
-      "recentSuccessRate": 0.41509433962264153,
-      "recentTerminal": 106,
-      "recentWilsonLowerBound": 0.32586734939167683,
-      "running": 8,
-      "selectionWeight": 1.4564783183694647,
+      "recentSuccessRate": 0.4,
+      "recentTerminal": 110,
+      "recentWilsonLowerBound": 0.31331775680061763,
+      "running": 10,
+      "selectionWeight": 1.6287741686280326,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.666666666666668,
-      "waiting": 26976
+      "throughputPerHour": 18.333333333333332,
+      "waiting": 26966
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1375.7480314960628,
+      "backlogHours": 1409.1290322580644,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.8184427071337457,
-      "queueFactor": 0.989131388403361,
-      "queueWeight": 0.989131388403361,
-      "recentSuccess": 41,
-      "recentSuccessRate": 0.3228346456692913,
-      "recentTerminal": 127,
-      "recentWilsonLowerBound": 0.24775141165561224,
-      "running": 9,
-      "selectionWeight": 0.8095473712358072,
+      "qualityFactor": 0.9232300019554325,
+      "queueFactor": 0.9823821626501597,
+      "queueWeight": 0.9823821626501597,
+      "recentSuccess": 39,
+      "recentSuccessRate": 0.31451612903225806,
+      "recentTerminal": 124,
+      "recentWilsonLowerBound": 0.23940745486046947,
+      "running": 8,
+      "selectionWeight": 0.9069646859444889,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.166666666666668,
-      "waiting": 29120
+      "throughputPerHour": 20.666666666666668,
+      "waiting": 29122
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 140.31055900621118,
+      "backlogHours": 133.52662721893492,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.21088167436060648,
+      "qualityFactor": 0.22992490964294443,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 30,
-      "recentSuccessRate": 0.18633540372670807,
-      "recentTerminal": 161,
-      "recentWilsonLowerBound": 0.1337555605830833,
-      "running": 8,
-      "selectionWeight": 0.27414617666878843,
+      "recentSuccessRate": 0.17751479289940827,
+      "recentTerminal": 169,
+      "recentWilsonLowerBound": 0.1272675612570857,
+      "running": 9,
+      "selectionWeight": 0.2989023825358278,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 26.833333333333332,
-      "waiting": 3765
+      "throughputPerHour": 28.166666666666668,
+      "waiting": 3761
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1190.925,
+      "backlogHours": 1176.2962962962963,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.45212572539925916,
-      "queueFactor": 1.0107695658114808,
-      "queueWeight": 1.0107695658114808,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.275,
-      "recentTerminal": 80,
-      "recentWilsonLowerBound": 0.18917622847735993,
+      "qualityFactor": 0.4707852491721162,
+      "queueFactor": 1.0093587988902133,
+      "queueWeight": 1.0093587988902133,
+      "recentSuccess": 21,
+      "recentSuccessRate": 0.25925925925925924,
+      "recentTerminal": 81,
+      "recentWilsonLowerBound": 0.17627430254837975,
       "running": 7,
-      "selectionWeight": 0.45699492315400997,
+      "selectionWeight": 0.47519123363959703,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 13.333333333333334,
-      "waiting": 15879
+      "throughputPerHour": 13.5,
+      "waiting": 15880
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 443.08474576271186,
+      "backlogHours": 454.4869565217391,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.1644196161044768,
-      "queueFactor": 1.1723621775310284,
-      "queueWeight": 1.1723621775310284,
+      "qualityFactor": 0.21198137126403696,
+      "queueFactor": 1.164112276190574,
+      "queueWeight": 1.164112276190574,
       "recentSuccess": 21,
-      "recentSuccessRate": 0.17796610169491525,
-      "recentTerminal": 118,
-      "recentWilsonLowerBound": 0.119448913662713,
+      "recentSuccessRate": 0.1826086956521739,
+      "recentTerminal": 115,
+      "recentWilsonLowerBound": 0.12265283002248903,
       "running": 7,
-      "selectionWeight": 0.1927593391650602,
+      "selectionWeight": 0.2467701166121772,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 19.666666666666668,
-      "waiting": 8714
+      "throughputPerHour": 19.166666666666668,
+      "waiting": 8711
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 39.216138328530256,
+      "backlogHours": 38.717948717948715,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,196 +558,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 11,
-      "recentSuccessRate": 0.03170028818443804,
-      "recentTerminal": 347,
-      "recentWilsonLowerBound": 0.017791264693745694,
-      "running": 27,
+      "recentSuccessRate": 0.03133903133903134,
+      "recentTerminal": 351,
+      "recentWilsonLowerBound": 0.017587489811815685,
+      "running": 26,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 57.833333333333336,
-      "waiting": 2268
+      "throughputPerHour": 58.5,
+      "waiting": 2265
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 127.13833992094862,
+      "backlogHours": 126.70866141732283,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.09798119289404203,
+      "qualityFactor": 0.11813104723840755,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 33,
-      "recentSuccessRate": 0.13043478260869565,
-      "recentTerminal": 253,
-      "recentWilsonLowerBound": 0.0944050938551076,
-      "running": 2,
-      "selectionWeight": 0.12737555076225465,
+      "recentSuccessRate": 0.12992125984251968,
+      "recentTerminal": 254,
+      "recentWilsonLowerBound": 0.09402713211612249,
+      "running": 1,
+      "selectionWeight": 0.15357036140992983,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 42.166666666666664,
-      "waiting": 5361
+      "throughputPerHour": 42.333333333333336,
+      "waiting": 5364
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 1850.0,
+      "backlogHours": 1780.4150943396226,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.23332584333652434,
-      "queueFactor": 0.9461479645976464,
-      "queueWeight": 0.9461479645976464,
-      "recentSuccess": 12,
-      "recentSuccessRate": 0.23529411764705882,
-      "recentTerminal": 51,
-      "recentWilsonLowerBound": 0.14004812598862518,
+      "qualityFactor": 0.20219111686975183,
+      "queueFactor": 0.948516505372048,
+      "queueWeight": 0.948516505372048,
+      "recentSuccess": 11,
+      "recentSuccessRate": 0.20754716981132076,
+      "recentTerminal": 53,
+      "recentWilsonLowerBound": 0.12004475729322062,
       "running": 2,
-      "selectionWeight": 0.22076077176088182,
+      "selectionWeight": 0.19178161159056836,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 8.5,
-      "waiting": 15725
+      "throughputPerHour": 8.833333333333334,
+      "waiting": 15727
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 386.46428571428567,
+      "backlogHours": 389.8378378378378,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.3285842610644715,
-      "queueFactor": 1.196653495732687,
-      "queueWeight": 1.196653495732687,
-      "recentSuccess": 26,
-      "recentSuccessRate": 0.23214285714285715,
-      "recentTerminal": 112,
-      "recentWilsonLowerBound": 0.16362923449523212,
-      "running": 9,
-      "selectionWeight": 0.39320150464554166,
+      "qualityFactor": 0.4970330534232354,
+      "queueFactor": 1.1912159072063733,
+      "queueWeight": 1.1912159072063733,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.25225225225225223,
+      "recentTerminal": 111,
+      "recentWilsonLowerBound": 0.18067547191382155,
+      "running": 8,
+      "selectionWeight": 0.5920736796451131,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.666666666666668,
-      "waiting": 7214
+      "throughputPerHour": 18.5,
+      "waiting": 7212
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 575.1028037383178,
+      "backlogHours": 554.2162162162163,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.23272183280082454,
-      "queueFactor": 1.1273869307759554,
-      "queueWeight": 1.1273869307759554,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.205607476635514,
-      "recentTerminal": 107,
-      "recentWilsonLowerBound": 0.13988321742546095,
+      "qualityFactor": 0.22966606399976888,
+      "queueFactor": 1.129981148882951,
+      "queueWeight": 1.129981148882951,
+      "recentSuccess": 21,
+      "recentSuccessRate": 0.1891891891891892,
+      "recentTerminal": 111,
+      "recentWilsonLowerBound": 0.12720241592903933,
       "running": 4,
-      "selectionWeight": 0.26236755280587665,
+      "selectionWeight": 0.2595183228578842,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 17.833333333333332,
-      "waiting": 10256
+      "throughputPerHour": 18.5,
+      "waiting": 10253
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2002.8181818181818,
+      "backlogHours": 1972.8358208955226,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9349504390493486,
-      "queueWeight": 0.9349504390493486,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.5303030303030303,
-      "recentTerminal": 66,
-      "recentWilsonLowerBound": 0.41157476624932443,
-      "running": 5,
-      "selectionWeight": 2.3373760976233715,
+      "queueFactor": 0.9340270222968,
+      "queueWeight": 0.9340270222968,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.4925373134328358,
+      "recentTerminal": 67,
+      "recentWilsonLowerBound": 0.37651970947161373,
+      "running": 4,
+      "selectionWeight": 2.335067555742,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.0,
-      "waiting": 22031
+      "throughputPerHour": 11.166666666666666,
+      "waiting": 22030
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3005.8235294117644,
+      "backlogHours": 2920.285714285714,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.8797115555354352,
-      "queueWeight": 0.8797115555354352,
+      "queueFactor": 0.8806620484287996,
+      "queueWeight": 0.8806620484287996,
       "recentSuccess": 5,
-      "recentSuccessRate": 0.14705882352941177,
-      "recentTerminal": 34,
-      "recentWilsonLowerBound": 0.06449346382626417,
+      "recentSuccessRate": 0.14285714285714285,
+      "recentTerminal": 35,
+      "recentWilsonLowerBound": 0.06260138804853498,
       "running": 2,
-      "selectionWeight": 0.04398557777677176,
+      "selectionWeight": 0.044033102421439985,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 5.666666666666667,
-      "waiting": 17033
+      "throughputPerHour": 5.833333333333333,
+      "waiting": 17035
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 1451.34375,
+      "backlogHours": 1327.0285714285715,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.21529928185049577,
-      "queueFactor": 0.981226515684925,
-      "queueWeight": 0.981226515684925,
+      "qualityFactor": 0.21348024625050727,
+      "queueFactor": 0.9912678975372482,
+      "queueWeight": 0.9912678975372482,
       "recentSuccess": 14,
-      "recentSuccessRate": 0.21875,
-      "recentTerminal": 64,
-      "recentWilsonLowerBound": 0.13502197461349752,
+      "recentSuccessRate": 0.2,
+      "recentTerminal": 70,
+      "recentWilsonLowerBound": 0.12304627802949916,
       "running": 16,
-      "selectionWeight": 0.2112573641596286,
+      "selectionWeight": 0.21161611486647436,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 10.666666666666666,
-      "waiting": 15481
+      "throughputPerHour": 11.666666666666666,
+      "waiting": 15482
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1367.2413793103449,
+      "backlogHours": 1367.0344827586207,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.4207864466013505,
-      "queueFactor": 0.9900520779649745,
-      "queueWeight": 0.9900520779649745,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.26436781609195403,
+      "qualityFactor": 0.45366374849933133,
+      "queueFactor": 0.9868613997815482,
+      "queueWeight": 0.9868613997815482,
+      "recentSuccess": 22,
+      "recentSuccessRate": 0.25287356321839083,
       "recentTerminal": 87,
-      "recentWilsonLowerBound": 0.18309896615432047,
+      "recentWilsonLowerBound": 0.17333087433749275,
       "running": 6,
-      "selectionWeight": 0.41660049583716485,
+      "selectionWeight": 0.44770324187419436,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 14.5,
-      "waiting": 19825
+      "waiting": 19822
     }
   },
-  "queueAttemptedAt": "2026-10-02T11:57:20.370027+00:00",
+  "queueAttemptedAt": "2026-10-02T12:09:26.765145+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-02T11:57:20.370027+00:00",
+  "queueUpdatedAt": "2026-10-02T12:09:26.765145+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 5302709b9..7b707dfa0 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-02T12:05:49.663864+00:00",
+  "catalogUpdatedAt": "2026-10-02T12:09:26.765145+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-02T12:05:49.663864+00:00",
+  "generatedAt": "2026-10-02T12:09:26.765145+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6603,6 +6603,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-02T12:05:49.663864+00:00",
+  "taskTreeUpdatedAt": "2026-10-02T12:09:26.765145+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 59accfe28..3c3c0c5f3 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "237ef6bb1d2e9dd439aa51df49c1fc4f446663c1090422270a5585ee8548f4cc",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "a17d7a10f7de1aa489817b9431b91fd9762b5af8865a9b1f0045598dfd284be1",
-    ".modelhub_state/official_capabilities.json": "97cdbfbf7d4416ed160b9dcf85d64f238fac5ea59c1811319d94ac53683ce955",
+    ".modelhub_state/market_intelligence.json": "b93e7c614475d9287a0583380cdd5c38568c0200632f0e7ca59b0818ae39ada9",
+    ".modelhub_state/official_capabilities.json": "6cc5e3da46aae30f52e9336e2b7d571ab5f7c2454ae60786ce913e246ba49957",
     ".modelhub_state/outcome_checkpoint.json": "bac468b671c83cf638fdf85d0d547ac15947ae9b751ee12ed7cf1be5f481daaa",
     ".modelhub_state/queue_cleanup_latest.json": "8aee31004f558d632da6a153b43d4dad7d369528a86bdebd0e34bbe90da0a185",
     ".modelhub_state/recent_outcomes.jsonl": "c5ecabe8cf06ef03b0509cf954d67fc0d28f74bef6b3a43eafcd6f3b953aeea7",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "144d5f8df49dcc4a2529d1aa7f356115b70d45d452bb0168b001f1f1f19ca44b",
     "outcomes/submissions.jsonl": "a437dda0df2aeb3a375849aef5f179ec29ac398934ebd69587e6ce277ce5138c"
   },
-  "generation": 19631,
+  "generation": 19632,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-02T12:05:57.421177+00:00",
+  "updatedAt": "2026-10-02T12:11:19.327876+00:00",
   "writerId": "c0c4908e2c04449cb9bfab68b1eacb61"
 }