diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index be582dbfc4..8fd61c913d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-05T06:59:07.374685+00:00",
+  "generatedAt": "2026-10-05T07:01:34.672445+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 868.5978260869565,
+      "backlogHours": 878.2087912087912,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.054239849633766,
-      "queueFactor": 0.9756535054081714,
-      "queueWeight": 0.9756535054081714,
-      "recentSuccess": 52,
-      "recentSuccessRate": 0.2826086956521739,
-      "recentTerminal": 184,
-      "recentWilsonLowerBound": 0.22250945900904562,
+      "qualityFactor": 1.3319165943668418,
+      "queueFactor": 0.9758950256318657,
+      "queueWeight": 0.9758950256318657,
+      "recentSuccess": 53,
+      "recentSuccessRate": 0.29120879120879123,
+      "recentTerminal": 182,
+      "recentWilsonLowerBound": 0.23006238270271118,
       "running": 8,
-      "selectionWeight": 1.0285728048361673,
+      "selectionWeight": 1.2998107789991364,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 30.666666666666668,
-      "waiting": 26637
+      "throughputPerHour": 30.333333333333332,
+      "waiting": 26639
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1053.709090909091,
+      "backlogHours": 1047.2168674698794,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.3520858940041667,
-      "queueFactor": 0.9477860471293855,
-      "queueWeight": 0.9477860471293855,
-      "recentSuccess": 52,
-      "recentSuccessRate": 0.3151515151515151,
-      "recentTerminal": 165,
-      "recentWilsonLowerBound": 0.2491545748373091,
+      "qualityFactor": 1.4896342425018718,
+      "queueFactor": 0.9504675124920319,
+      "queueWeight": 0.9504675124920319,
+      "recentSuccess": 51,
+      "recentSuccessRate": 0.3072289156626506,
+      "recentTerminal": 166,
+      "recentWilsonLowerBound": 0.24206818397022814,
       "running": 8,
-      "selectionWeight": 1.2814881448576105,
+      "selectionWeight": 1.4158489529937064,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.5,
-      "waiting": 28977
+      "throughputPerHour": 27.666666666666668,
+      "waiting": 28973
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 121.02857142857142,
+      "backlogHours": 119.59322033898304,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.36587135195383813,
+      "qualityFactor": 0.41863808830574767,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 33,
-      "recentSuccessRate": 0.18857142857142858,
-      "recentTerminal": 175,
-      "recentWilsonLowerBound": 0.13754169637548572,
-      "running": 8,
-      "selectionWeight": 0.47563275753998957,
+      "recentSuccessRate": 0.1864406779661017,
+      "recentTerminal": 177,
+      "recentWilsonLowerBound": 0.13594826292727483,
+      "running": 9,
+      "selectionWeight": 0.544229514797472,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 29.166666666666668,
-      "waiting": 3530
+      "throughputPerHour": 29.5,
+      "waiting": 3528
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1197.3,
+      "backlogHours": 1140.2857142857142,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.21147028069975643,
-      "queueFactor": 0.929796640325089,
-      "queueWeight": 0.929796640325089,
+      "qualityFactor": 0.22229486973860896,
+      "queueFactor": 0.9384058766411991,
+      "queueWeight": 0.9384058766411991,
       "recentSuccess": 14,
-      "recentSuccessRate": 0.175,
-      "recentTerminal": 80,
-      "recentWilsonLowerBound": 0.10720538981609888,
+      "recentSuccessRate": 0.16666666666666666,
+      "recentTerminal": 84,
+      "recentWilsonLowerBound": 0.10195649348099849,
       "running": 7,
-      "selectionWeight": 0.19662435652323704,
+      "selectionWeight": 0.2086028121099005,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 13.333333333333334,
+      "throughputPerHour": 14.0,
       "waiting": 15964
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 382.9624060150376,
+      "backlogHours": 385.77272727272725,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.3629588919882346,
-      "queueFactor": 1.1031764914853248,
-      "queueWeight": 1.1031764914853248,
+      "qualityFactor": 0.43343128233545447,
+      "queueFactor": 1.1040609340682654,
+      "queueWeight": 1.1040609340682654,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.19548872180451127,
-      "recentTerminal": 133,
-      "recentWilsonLowerBound": 0.13704293942095672,
+      "recentSuccessRate": 0.19696969696969696,
+      "recentTerminal": 132,
+      "recentWilsonLowerBound": 0.13811119929839352,
       "running": 7,
-      "selectionWeight": 0.40040771701698163,
+      "selectionWeight": 0.47853454642968796,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 22.166666666666668,
-      "waiting": 8489
+      "throughputPerHour": 22.0,
+      "waiting": 8487
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 41.391650099403584,
+      "backlogHours": 41.01176470588236,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -557,197 +557,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 12,
-      "recentSuccessRate": 0.02385685884691849,
-      "recentTerminal": 503,
-      "recentWilsonLowerBound": 0.013698673294043968,
+      "recentSuccess": 13,
+      "recentSuccessRate": 0.025490196078431372,
+      "recentTerminal": 510,
+      "recentWilsonLowerBound": 0.014955907633334528,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 83.83333333333333,
-      "waiting": 3470
+      "throughputPerHour": 85.0,
+      "waiting": 3486
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 108.57303370786516,
+      "backlogHours": 109.56373937677053,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.16521399063916545,
+      "qualityFactor": 0.1976498884622932,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 45,
-      "recentSuccessRate": 0.12640449438202248,
-      "recentTerminal": 356,
-      "recentWilsonLowerBound": 0.09582706836593208,
-      "running": 7,
-      "selectionWeight": 0.2147781878309151,
+      "recentSuccessRate": 0.1274787535410765,
+      "recentTerminal": 353,
+      "recentWilsonLowerBound": 0.09665362196169992,
+      "running": 10,
+      "selectionWeight": 0.2569448550009812,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 59.333333333333336,
-      "waiting": 6442
+      "throughputPerHour": 58.833333333333336,
+      "waiting": 6446
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 1837.1764705882354,
+      "backlogHours": 1836.8235294117646,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.203835181408362,
-      "queueFactor": 0.8719584461311206,
-      "queueWeight": 0.8719584461311206,
+      "qualityFactor": 1.4132237733998532,
+      "queueFactor": 0.8736402938165683,
+      "queueWeight": 0.8736402938165683,
       "recentSuccess": 18,
       "recentSuccessRate": 0.35294117647058826,
       "recentTerminal": 51,
       "recentWilsonLowerBound": 0.23634305381259785,
       "running": 2,
-      "selectionWeight": 1.049694254178811,
+      "selectionWeight": 1.234649232621607,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 8.5,
-      "waiting": 15616
+      "waiting": 15613
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 288.80446927374305,
+      "backlogHours": 285.6795580110497,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.22601643991515694,
-      "queueFactor": 1.1508741449992936,
-      "queueWeight": 1.1508741449992936,
+      "qualityFactor": 0.2587839212767321,
+      "queueFactor": 1.154943918986859,
+      "queueWeight": 1.154943918986859,
       "recentSuccess": 28,
-      "recentSuccessRate": 0.1564245810055866,
-      "recentTerminal": 179,
-      "recentWilsonLowerBound": 0.1104965583702544,
+      "recentSuccessRate": 0.15469613259668508,
+      "recentTerminal": 181,
+      "recentWilsonLowerBound": 0.10924924858609739,
       "running": 8,
-      "selectionWeight": 0.26011647704314045,
+      "selectionWeight": 0.2988809162101358,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 29.833333333333332,
-      "waiting": 8616
+      "throughputPerHour": 30.166666666666668,
+      "waiting": 8618
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 554.6111111111111,
+      "backlogHours": 570.4,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.0973596331592073,
-      "queueFactor": 1.043566514177772,
-      "queueWeight": 1.043566514177772,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.3055555555555556,
-      "recentTerminal": 108,
-      "recentWilsonLowerBound": 0.22660104620023358,
+      "qualityFactor": 1.4873394988705653,
+      "queueFactor": 1.0411560901094985,
+      "queueWeight": 1.0411560901094985,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.3238095238095238,
+      "recentTerminal": 105,
+      "recentWilsonLowerBound": 0.24189861275835717,
       "running": 4,
-      "selectionWeight": 1.1451677671753524,
+      "selectionWeight": 1.5485525773094986,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.0,
-      "waiting": 9983
+      "throughputPerHour": 17.5,
+      "waiting": 9982
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1937.3823529411764,
+      "backlogHours": 1881.7714285714287,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8650398586889573,
-      "queueWeight": 0.8650398586889573,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.4411764705882353,
-      "recentTerminal": 68,
-      "recentWilsonLowerBound": 0.329460449863809,
+      "queueFactor": 0.8704778824306061,
+      "queueWeight": 0.8704778824306061,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.4142857142857143,
+      "recentTerminal": 70,
+      "recentWilsonLowerBound": 0.3062999792481417,
       "running": 4,
-      "selectionWeight": 2.162599646722393,
+      "selectionWeight": 2.176194706076515,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.333333333333334,
-      "waiting": 21957
+      "throughputPerHour": 11.666666666666666,
+      "waiting": 21954
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1274.85,
+      "backlogHours": 1274.7749999999999,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.921084675318446,
-      "queueWeight": 0.921084675318446,
+      "queueFactor": 0.9228428264748924,
+      "queueWeight": 0.9228428264748924,
       "recentSuccess": 6,
       "recentSuccessRate": 0.075,
       "recentTerminal": 80,
       "recentWilsonLowerBound": 0.03482477485108787,
       "running": 2,
-      "selectionWeight": 0.0460542337659223,
+      "selectionWeight": 0.04614214132374462,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 13.333333333333334,
-      "waiting": 16998
+      "waiting": 16997
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 909.0000000000001,
+      "backlogHours": 900.2285714285714,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.969022447154935,
-      "queueWeight": 0.969022447154935,
+      "queueFactor": 0.972276642224081,
+      "queueWeight": 0.972276642224081,
       "recentSuccess": 3,
-      "recentSuccessRate": 0.028846153846153848,
-      "recentTerminal": 104,
-      "recentWilsonLowerBound": 0.00985800429174215,
+      "recentSuccessRate": 0.02857142857142857,
+      "recentTerminal": 105,
+      "recentWilsonLowerBound": 0.009763662138955605,
       "running": 16,
-      "selectionWeight": 0.048451122357746755,
+      "selectionWeight": 0.04861383211120405,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 17.333333333333332,
-      "waiting": 15756
+      "throughputPerHour": 17.5,
+      "waiting": 15754
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 605.3636363636364,
+      "backlogHours": 614.5230769230769,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0299495934527905,
-      "queueWeight": 1.0299495934527905,
+      "queueFactor": 1.029584609225296,
+      "queueWeight": 1.029584609225296,
       "recentSuccess": 7,
-      "recentSuccessRate": 0.03535353535353535,
-      "recentTerminal": 198,
-      "recentWilsonLowerBound": 0.017228647911409007,
+      "recentSuccessRate": 0.035897435897435895,
+      "recentTerminal": 195,
+      "recentWilsonLowerBound": 0.0174953405871975,
       "running": 6,
-      "selectionWeight": 0.051497479672639526,
+      "selectionWeight": 0.051479230461264805,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 33.0,
-      "waiting": 19977
+      "throughputPerHour": 32.5,
+      "waiting": 19972
     }
   },
-  "queueAttemptedAt": "2026-10-05T06:50:22.854426+00:00",
+  "queueAttemptedAt": "2026-10-05T07:01:34.672445+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-05T06:50:22.854426+00:00",
+  "queueUpdatedAt": "2026-10-05T07:01:34.672445+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 51679f574d..df43bda69c 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-05T06:59:07.374685+00:00",
+  "catalogUpdatedAt": "2026-10-05T07:01:34.672445+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-05T06:59:07.374685+00:00",
+  "generatedAt": "2026-10-05T07:01:34.672445+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6860,6 +6860,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-05T06:59:07.374685+00:00",
+  "taskTreeUpdatedAt": "2026-10-05T07:01:34.672445+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 3de67de072..32b90a19ec 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "426d6217de5e2d1fd4fc227c44d608e7651e3d6653b0ee29f35227811be8b576",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "c31c9de0b92370ff1448b09134acd71a35c836cc145c1d19989f75395f59be68",
-    ".modelhub_state/official_capabilities.json": "f1db80adf2bd4da6c75a2641e0fffaa5a936e2cd07d21c548b3ba7bb722036ae",
+    ".modelhub_state/market_intelligence.json": "72a121b3fc1be50b09c56b066523f0fad05f2e936b4a4bbba5f0449681e0bf27",
+    ".modelhub_state/official_capabilities.json": "357b0edc1e8d3548e9853d68882a04fb8eb387a1425309306db33d3b590ba052",
     ".modelhub_state/outcome_checkpoint.json": "e1f9d45a50f2ea69093e12fe0f9c7fb9a2da26667c40c1ae3e36a9bbe3980b18",
     ".modelhub_state/queue_cleanup_latest.json": "73d3f29a4f9db7b9e289242bd87dbd209dc47759f5c0f48e1aeaf7388029df97",
     ".modelhub_state/recent_outcomes.jsonl": "66f65405defcf850f044e43e54c3dc291f18521f309cb9962d861b493cb049ac",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "cf3c324ce49c308f50fb753d244e9aef4d33f1eeefe1e1a0cccb6862355d29c1",
     "outcomes/submissions.jsonl": "514027f850578b5130624b29bb9962bf365bb27ca8bb8c8b888a22adf129a44d"
   },
-  "generation": 20793,
+  "generation": 20794,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-05T06:59:13.733527+00:00",
+  "updatedAt": "2026-10-05T07:02:00.895658+00:00",
   "writerId": "2a476b5b64aa45219c00032efc0102bb"
 }