diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5ff1079a27..a4b1a23435 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,139 +443,139 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-09T20:09:42.356660+00:00",
+  "generatedAt": "2026-10-09T20:12:17.061922+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 441.97340425531917,
+      "backlogHours": 441.9095744680851,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.26174003639331045,
-      "queueFactor": 0.9206525493439227,
-      "queueWeight": 0.9206525493439227,
-      "recentSuccess": 39,
-      "recentSuccessRate": 0.10372340425531915,
+      "qualityFactor": 0.2521035960364226,
+      "queueFactor": 0.9198637628745615,
+      "queueWeight": 0.9198637628745615,
+      "recentSuccess": 40,
+      "recentSuccessRate": 0.10638297872340426,
       "recentTerminal": 376,
-      "recentWilsonLowerBound": 0.07680744004963592,
+      "recentWilsonLowerBound": 0.07910190780453356,
       "running": 8,
-      "selectionWeight": 0.24097163177087239,
+      "selectionWeight": 0.23190096248427206,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 62.666666666666664,
-      "waiting": 27697
+      "waiting": 27693
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 472.05699481865287,
+      "backlogHours": 480.72823218997365,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.7336805193081529,
-      "queueFactor": 0.9116035651267455,
-      "queueWeight": 0.9116035651267455,
-      "recentSuccess": 60,
-      "recentSuccessRate": 0.15544041450777202,
-      "recentTerminal": 386,
-      "recentWilsonLowerBound": 0.12270848003716484,
+      "qualityFactor": 0.6616278755421741,
+      "queueFactor": 0.9083193749938314,
+      "queueWeight": 0.9083193749938314,
+      "recentSuccess": 59,
+      "recentSuccessRate": 0.15567282321899736,
+      "recentTerminal": 379,
+      "recentWilsonLowerBound": 0.1226471048146865,
       "running": 8,
-      "selectionWeight": 0.6688257770653542,
+      "selectionWeight": 0.6009694183909641,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 64.33333333333333,
-      "waiting": 30369
+      "throughputPerHour": 63.166666666666664,
+      "waiting": 30366
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 169.85806451612905,
+      "backlogHours": 164.4375,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.47762565409989793,
-      "queueFactor": 1.0626549140807064,
-      "queueWeight": 1.0626549140807064,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.14838709677419354,
-      "recentTerminal": 155,
-      "recentWilsonLowerBound": 0.10095748239517541,
-      "running": 8,
-      "selectionWeight": 0.5075512484202682,
+      "qualityFactor": 0.4498277406864007,
+      "queueFactor": 1.0668992072963315,
+      "queueWeight": 1.0668992072963315,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.15,
+      "recentTerminal": 160,
+      "recentWilsonLowerBound": 0.10291773698744075,
+      "running": 7,
+      "selectionWeight": 0.47992085995822065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 25.833333333333332,
-      "waiting": 4388
+      "throughputPerHour": 26.666666666666668,
+      "waiting": 4385
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 136.51239669421489,
+      "backlogHours": 136.31636863823934,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0980683321246696,
-      "queueWeight": 1.0980683321246696,
+      "queueFactor": 1.0973402797593785,
+      "queueWeight": 1.0973402797593785,
       "recentSuccess": 9,
-      "recentSuccessRate": 0.012396694214876033,
-      "recentTerminal": 726,
-      "recentWilsonLowerBound": 0.006535339083757475,
+      "recentSuccessRate": 0.012379642365887207,
+      "recentTerminal": 727,
+      "recentWilsonLowerBound": 0.006526331301071129,
       "running": 7,
-      "selectionWeight": 0.054903416606233484,
+      "selectionWeight": 0.05486701398796893,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 121.0,
-      "waiting": 16518
+      "throughputPerHour": 121.16666666666667,
+      "waiting": 16517
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 140.08831168831168,
+      "backlogHours": 140.05714285714285,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0938175704785364,
-      "queueWeight": 1.0938175704785364,
-      "recentSuccess": 20,
-      "recentSuccessRate": 0.05194805194805195,
+      "queueFactor": 1.092893222890881,
+      "queueWeight": 1.092893222890881,
+      "recentSuccess": 21,
+      "recentSuccessRate": 0.05454545454545454,
       "recentTerminal": 385,
-      "recentWilsonLowerBound": 0.033876637463638684,
+      "recentWilsonLowerBound": 0.03594937829790897,
       "running": 7,
-      "selectionWeight": 0.054690878523926824,
+      "selectionWeight": 0.054644661144544054,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 64.16666666666667,
-      "waiting": 8989
+      "waiting": 8987
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 91.13513513513513,
+      "backlogHours": 92.83486238532109,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 24,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1666814810157229,
-      "queueWeight": 1.1666814810157229,
+      "queueFactor": 1.1624301281000446,
+      "queueWeight": 1.1624301281000446,
       "recentSuccess": 4,
-      "recentSuccessRate": 0.018018018018018018,
-      "recentTerminal": 222,
-      "recentWilsonLowerBound": 0.007028490666876029,
-      "running": 24,
-      "selectionWeight": 0.058334074050786146,
+      "recentSuccessRate": 0.01834862385321101,
+      "recentTerminal": 218,
+      "recentWilsonLowerBound": 0.0071578629876473685,
+      "running": 23,
+      "selectionWeight": 0.058121506405002236,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 37.0,
-      "waiting": 3372
+      "throughputPerHour": 36.333333333333336,
+      "waiting": 3373
     },
     "Iluvatar_bi-150": {
       "available": true,
@@ -585,15 +585,15 @@
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.513650445952534,
-      "queueFactor": 1.0848484928419766,
-      "queueWeight": 1.0848484928419766,
-      "recentSuccess": 39,
-      "recentSuccessRate": 0.14028776978417265,
+      "qualityFactor": 0.4948325610122823,
+      "queueFactor": 1.083895546020267,
+      "queueWeight": 1.083895546020267,
+      "recentSuccess": 40,
+      "recentSuccessRate": 0.14388489208633093,
       "recentTerminal": 278,
-      "recentWilsonLowerBound": 0.10435014774452699,
-      "running": 2,
-      "selectionWeight": 0.5572329121392157,
+      "recentWilsonLowerBound": 0.10747659037479552,
+      "running": 3,
+      "selectionWeight": 0.5363468089070148,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 46.333333333333336,
@@ -601,162 +601,162 @@
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 919.5445544554456,
+      "backlogHours": 947.5714285714287,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.06465951113096716,
-      "queueFactor": 0.8248391461984246,
-      "queueWeight": 0.8248391461984246,
-      "recentSuccess": 8,
-      "recentSuccessRate": 0.07920792079207921,
-      "recentTerminal": 101,
-      "recentWilsonLowerBound": 0.04068048623667316,
+      "qualityFactor": 0.05,
+      "queueFactor": 0.8204114797334793,
+      "queueWeight": 0.8204114797334793,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.07142857142857142,
+      "recentTerminal": 98,
+      "recentWilsonLowerBound": 0.035028007899499426,
       "running": 2,
-      "selectionWeight": 0.05333369595487448,
+      "selectionWeight": 0.04102057398667397,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 16.833333333333332,
-      "waiting": 15479
+      "throughputPerHour": 16.333333333333332,
+      "waiting": 15477
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 177.24161073825505,
+      "backlogHours": 177.77777777777777,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.07631087372149173,
-      "queueFactor": 1.0558940128252132,
-      "queueWeight": 1.0558940128252132,
-      "recentSuccess": 20,
-      "recentSuccessRate": 0.06711409395973154,
-      "recentTerminal": 298,
-      "recentWilsonLowerBound": 0.043862411310802187,
+      "qualityFactor": 0.07911079868004321,
+      "queueFactor": 1.0544886298807574,
+      "queueWeight": 1.0544886298807574,
+      "recentSuccess": 21,
+      "recentSuccessRate": 0.0707070707070707,
+      "recentTerminal": 297,
+      "recentWilsonLowerBound": 0.046708353881128435,
       "running": 8,
-      "selectionWeight": 0.08057619467598401,
+      "selectionWeight": 0.0834214377088912,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 49.666666666666664,
-      "waiting": 8803
+      "throughputPerHour": 49.5,
+      "waiting": 8800
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 332.16494845360825,
+      "backlogHours": 328.6530612244898,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.3998900756205215,
-      "queueFactor": 0.9609529188894144,
-      "queueWeight": 0.9609529188894144,
+      "qualityFactor": 0.35281117720698263,
+      "queueFactor": 0.9616407754525179,
+      "queueWeight": 0.9616407754525179,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.13402061855670103,
-      "recentTerminal": 194,
-      "recentWilsonLowerBound": 0.09312615773797961,
+      "recentSuccessRate": 0.1326530612244898,
+      "recentTerminal": 196,
+      "recentWilsonLowerBound": 0.09215818441493062,
       "running": 4,
-      "selectionWeight": 0.38427553540244874,
+      "selectionWeight": 0.3392776140376385,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 32.333333333333336,
-      "waiting": 10740
+      "throughputPerHour": 32.666666666666664,
+      "waiting": 10736
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1041.0461538461539,
+      "backlogHours": 1025.2727272727273,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.8873566447941681,
-      "queueFactor": 0.8096264408551644,
-      "queueWeight": 0.8096264408551644,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.19230769230769232,
-      "recentTerminal": 130,
-      "recentWilsonLowerBound": 0.1337876543053107,
+      "qualityFactor": 0.859154571147217,
+      "queueFactor": 0.8107698896418659,
+      "queueWeight": 0.8107698896418659,
+      "recentSuccess": 26,
+      "recentSuccessRate": 0.19696969696969696,
+      "recentTerminal": 132,
+      "recentWilsonLowerBound": 0.13811119929839352,
       "running": 4,
-      "selectionWeight": 0.7184274020938827,
+      "selectionWeight": 0.6965766568343338,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 21.666666666666668,
+      "throughputPerHour": 22.0,
       "waiting": 22556
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1255.9518072289156,
+      "backlogHours": 1271.2682926829268,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.7871531437381838,
-      "queueWeight": 0.7871531437381838,
-      "recentSuccess": 4,
-      "recentSuccessRate": 0.04819277108433735,
-      "recentTerminal": 83,
-      "recentWilsonLowerBound": 0.018898309674071523,
+      "queueFactor": 0.7850330481909161,
+      "queueWeight": 0.7850330481909161,
+      "recentSuccess": 5,
+      "recentSuccessRate": 0.06097560975609756,
+      "recentTerminal": 82,
+      "recentWilsonLowerBound": 0.026323566903321858,
       "running": 2,
-      "selectionWeight": 0.039357657186909194,
+      "selectionWeight": 0.03925165240954581,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 13.833333333333334,
+      "throughputPerHour": 13.666666666666666,
       "waiting": 17374
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 81.92146596858639,
+      "backlogHours": 81.93717277486911,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1854835261339243,
-      "queueWeight": 1.1854835261339243,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.029668411867364748,
+      "queueFactor": 1.18440811980565,
+      "queueWeight": 1.18440811980565,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.030541012216404886,
       "recentTerminal": 1146,
-      "recentWilsonLowerBound": 0.021307508146029133,
+      "recentWilsonLowerBound": 0.02204066760496129,
       "running": 16,
-      "selectionWeight": 0.059274176306696215,
+      "selectionWeight": 0.0592204059902825,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 191.0,
-      "waiting": 15647
+      "waiting": 15650
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1067.8909090909092,
+      "backlogHours": 1077.6880733944954,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8065404387302785,
-      "queueWeight": 0.8065404387302785,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.2909090909090909,
-      "recentTerminal": 110,
-      "recentWilsonLowerBound": 0.214234586744393,
+      "queueFactor": 0.8047288304590337,
+      "queueWeight": 0.8047288304590337,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.30275229357798167,
+      "recentTerminal": 109,
+      "recentWilsonLowerBound": 0.22442865524526034,
       "running": 6,
-      "selectionWeight": 2.016351096825696,
+      "selectionWeight": 2.0118220761475842,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.333333333333332,
+      "throughputPerHour": 18.166666666666668,
       "waiting": 19578
     }
   },
-  "queueAttemptedAt": "2026-10-09T20:00:43.792353+00:00",
+  "queueAttemptedAt": "2026-10-09T20:12:17.061922+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-09T20:00:43.792353+00:00",
+  "queueUpdatedAt": "2026-10-09T20:12:17.061922+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 07772d3f1b..bcc2358072 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-09T20:09:42.356660+00:00",
+  "catalogUpdatedAt": "2026-10-09T20:12:17.061922+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-09T20:09:42.356660+00:00",
+  "generatedAt": "2026-10-09T20:12:17.061922+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6953,6 +6953,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-09T20:09:42.356660+00:00",
+  "taskTreeUpdatedAt": "2026-10-09T20:12:17.061922+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 1aa1d65a48..7590250316 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "04b3323c1e69e92dd4c04b399c0d8617ebbeb3cbad31f9e659874261fb95faf6",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "74610119f40346e312f1ab2c8c1c47059d7cb603c1cbd79ae23edece678bda5e",
-    ".modelhub_state/official_capabilities.json": "949ada931cfd399f201e2da3c783e72aa5de8d1c11835b87968813da7f28e1d9",
+    ".modelhub_state/market_intelligence.json": "700107fb2cda8df2af719372740bfea7bc82a7637b7dd6f7b4b4f5ec89395975",
+    ".modelhub_state/official_capabilities.json": "2c8a97c93615c1ee717f938e06c3321b3eb9ace2a719f76451813e1a6372311e",
     ".modelhub_state/outcome_checkpoint.json": "376cfd629b48cd94fa8d521762d1da801efb0053858bc3cfb5c3be9a5fec6484",
     ".modelhub_state/queue_cleanup_latest.json": "38724ad9092e337c52ce3db11395bc4c6d1b324caad99791ad032535d2606739",
     ".modelhub_state/recent_outcomes.jsonl": "104bb6eb7c8a715884dcafb5f6ddc1d9978a1494082289a39a5f795887b7bde0",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "d7700f4a01ace083517096e05ddf1e00fdfc598ebeb7fb8266e420b8e5c3ca6c",
     "outcomes/submissions.jsonl": "2670ff9d72de564d48e784865de8b34856f499ceb4bff5e30756ae9afb57d8ee"
   },
-  "generation": 22718,
+  "generation": 22719,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-09T20:09:43.120621+00:00",
+  "updatedAt": "2026-10-09T20:12:20.181732+00:00",
   "writerId": "43462b8a22de474db5c83d43b475a356"
 }