diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 277d562a17..75ccc36c63 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,11 +434,11 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-29T04:15:08.066865+00:00",
+  "generatedAt": "2026-09-29T04:18:30.866226+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 11676.0,
+      "backlogHours": 11675.571428571428,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
@@ -456,99 +456,99 @@
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 2.3333333333333335,
-      "waiting": 27244
+      "waiting": 27243
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1128.3506493506493,
+      "backlogHours": 1128.4675324675325,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.4846898878790713,
-      "queueFactor": 0.9634148622492227,
-      "queueWeight": 0.9634148622492227,
-      "recentSuccess": 51,
-      "recentSuccessRate": 0.33116883116883117,
+      "qualityFactor": 1.8229798142238798,
+      "queueFactor": 0.9604848197160626,
+      "queueWeight": 0.9604848197160626,
+      "recentSuccess": 54,
+      "recentSuccessRate": 0.35064935064935066,
       "recentTerminal": 154,
-      "recentWilsonLowerBound": 0.26174065159571724,
+      "recentWilsonLowerBound": 0.27975300977169365,
       "running": 8,
-      "selectionWeight": 1.4303723038138294,
+      "selectionWeight": 1.7509444382108443,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 25.666666666666668,
-      "waiting": 28961
+      "waiting": 28964
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 159.38650306748465,
+      "backlogHours": 157.34545454545454,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.1826692774614477,
-      "queueFactor": 1.292147890344777,
-      "queueWeight": 1.292147890344777,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.147239263803681,
-      "recentTerminal": 163,
-      "recentWilsonLowerBound": 0.1009830173186305,
+      "qualityFactor": 0.2577026781649717,
+      "queueFactor": 1.290730983811204,
+      "queueWeight": 1.290730983811204,
+      "recentSuccess": 27,
+      "recentSuccessRate": 0.16363636363636364,
+      "recentTerminal": 165,
+      "recentWilsonLowerBound": 0.11496465647221277,
       "running": 8,
-      "selectionWeight": 0.23603572150261437,
+      "selectionWeight": 0.332624831318656,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.166666666666668,
-      "waiting": 4330
+      "throughputPerHour": 27.5,
+      "waiting": 4327
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1388.3283582089553,
+      "backlogHours": 1452.9375,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.5371257046299895,
-      "queueFactor": 0.9339123639273503,
-      "queueWeight": 0.9339123639273503,
-      "recentSuccess": 17,
-      "recentSuccessRate": 0.2537313432835821,
-      "recentTerminal": 67,
-      "recentWilsonLowerBound": 0.1648777957769739,
+      "qualityFactor": 0.5343480571888806,
+      "queueFactor": 0.924755292707619,
+      "queueWeight": 0.924755292707619,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.25,
+      "recentTerminal": 64,
+      "recentWilsonLowerBound": 0.16014791974174092,
       "running": 7,
-      "selectionWeight": 0.5016283365371372,
+      "selectionWeight": 0.4941411940334508,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.166666666666666,
-      "waiting": 15503
+      "throughputPerHour": 10.666666666666666,
+      "waiting": 15498
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 425.41935483870964,
+      "backlogHours": 432.344262295082,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.33844100415368567,
-      "queueFactor": 1.115211829494729,
-      "queueWeight": 1.115211829494729,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.1935483870967742,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.13365449027053075,
+      "qualityFactor": 0.33223318156266546,
+      "queueFactor": 1.109147770581708,
+      "queueWeight": 1.109147770581708,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.1885245901639344,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.12903622583107396,
       "running": 7,
-      "selectionWeight": 0.377433411418265,
+      "selectionWeight": 0.36849569264349824,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 8792
+      "throughputPerHour": 20.333333333333332,
+      "waiting": 8791
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 33.48872180451128,
+      "backlogHours": 34.628571428571426,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,196 +558,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 10,
-      "recentSuccessRate": 0.02506265664160401,
-      "recentTerminal": 399,
-      "recentWilsonLowerBound": 0.013669256410865761,
+      "recentSuccessRate": 0.025974025974025976,
+      "recentTerminal": 385,
+      "recentWilsonLowerBound": 0.01416842969652878,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 66.5,
-      "waiting": 2227
+      "throughputPerHour": 64.16666666666667,
+      "waiting": 2222
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 91.71428571428571,
+      "backlogHours": 93.7080745341615,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.14376994663378018,
+      "qualityFactor": 0.17041512137244805,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 40,
-      "recentSuccessRate": 0.12158054711246201,
-      "recentTerminal": 329,
-      "recentWilsonLowerBound": 0.0905684213497057,
-      "running": 6,
-      "selectionWeight": 0.18690093062391425,
+      "recentSuccess": 41,
+      "recentSuccessRate": 0.12732919254658384,
+      "recentTerminal": 322,
+      "recentWilsonLowerBound": 0.09526274059765046,
+      "running": 7,
+      "selectionWeight": 0.22153965778418247,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 54.833333333333336,
+      "throughputPerHour": 53.666666666666664,
       "waiting": 5029
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2494.0,
+      "backlogHours": 2431.65,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.21088423184661334,
-      "queueFactor": 0.8553532046443131,
-      "queueWeight": 0.8553532046443131,
-      "recentSuccess": 8,
-      "recentSuccessRate": 0.20512820512820512,
-      "recentTerminal": 39,
-      "recentWilsonLowerBound": 0.10779590197911117,
+      "qualityFactor": 0.29985206290086547,
+      "queueFactor": 0.8560097391422185,
+      "queueWeight": 0.8560097391422185,
+      "recentSuccess": 9,
+      "recentSuccessRate": 0.225,
+      "recentTerminal": 40,
+      "recentWilsonLowerBound": 0.12315953254678531,
       "running": 2,
-      "selectionWeight": 0.18038050351895502,
+      "selectionWeight": 0.2566762861450259,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 6.5,
+      "throughputPerHour": 6.666666666666667,
       "waiting": 16211
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 362.37662337662334,
+      "backlogHours": 369.53642384105956,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.48125941611922013,
-      "queueFactor": 1.1423677342492966,
-      "queueWeight": 1.1423677342492966,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.21428571428571427,
-      "recentTerminal": 154,
-      "recentWilsonLowerBound": 0.15684903683536647,
+      "qualityFactor": 0.49237456357758136,
+      "queueFactor": 1.1355735748795326,
+      "queueWeight": 1.1355735748795326,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.2119205298013245,
+      "recentTerminal": 151,
+      "recentWilsonLowerBound": 0.1543021318493315,
       "running": 8,
-      "selectionWeight": 0.5497752287782529,
+      "selectionWeight": 0.5591275433415438,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.666666666666668,
-      "waiting": 9301
+      "throughputPerHour": 25.166666666666668,
+      "waiting": 9300
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 559.6607142857142,
+      "backlogHours": 554.6548672566372,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.994498784156333,
-      "queueFactor": 1.0702647722007792,
-      "queueWeight": 1.0702647722007792,
+      "qualityFactor": 1.0334816280693626,
+      "queueFactor": 1.0684653465767073,
+      "queueWeight": 1.0684653465767073,
       "recentSuccess": 33,
-      "recentSuccessRate": 0.29464285714285715,
-      "recentTerminal": 112,
-      "recentWilsonLowerBound": 0.2181553935256985,
+      "recentSuccessRate": 0.2920353982300885,
+      "recentTerminal": 113,
+      "recentWilsonLowerBound": 0.21614182470769672,
       "running": 4,
-      "selectionWeight": 1.0643770146790297,
+      "selectionWeight": 1.1042393059157913,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.666666666666668,
-      "waiting": 10447
+      "throughputPerHour": 18.833333333333332,
+      "waiting": 10446
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2036.030769230769,
+      "backlogHours": 2067.46875,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8817841815052343,
-      "queueWeight": 0.8817841815052343,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.4461538461538462,
-      "recentTerminal": 65,
-      "recentWilsonLowerBound": 0.3316933396913929,
+      "queueFactor": 0.8770978016165466,
+      "queueWeight": 0.8770978016165466,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.4375,
+      "recentTerminal": 64,
+      "recentWilsonLowerBound": 0.32293817065427327,
       "running": 4,
-      "selectionWeight": 2.204460453763086,
+      "selectionWeight": 2.1927445040413667,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.833333333333334,
-      "waiting": 22057
+      "throughputPerHour": 10.666666666666666,
+      "waiting": 22053
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2681.684210526316,
+      "backlogHours": 2753.837837837838,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.4344106344007871,
-      "queueFactor": 0.8460943773054876,
-      "queueWeight": 0.8460943773054876,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.2631578947368421,
-      "recentTerminal": 38,
-      "recentWilsonLowerBound": 0.14971462389701298,
+      "qualityFactor": 0.3587051724054853,
+      "queueFactor": 0.8401814933799006,
+      "queueWeight": 0.8401814933799006,
+      "recentSuccess": 9,
+      "recentSuccessRate": 0.24324324324324326,
+      "recentTerminal": 37,
+      "recentWilsonLowerBound": 0.13361203432663307,
       "running": 2,
-      "selectionWeight": 0.3675523952082158,
+      "selectionWeight": 0.3013774474347353,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 6.333333333333333,
-      "waiting": 16984
+      "throughputPerHour": 6.166666666666667,
+      "waiting": 16982
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 880.1020408163266,
+      "backlogHours": 862.4999999999999,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.5778622993201341,
+      "qualityFactor": 0.5218299868001631,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.24489795918367346,
-      "recentTerminal": 98,
-      "recentWilsonLowerBound": 0.17044853585935213,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.23,
+      "recentTerminal": 100,
+      "recentWilsonLowerBound": 0.15843154746876406,
       "running": 16,
-      "selectionWeight": 0.5778622993201341,
+      "selectionWeight": 0.5218299868001631,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.333333333333332,
+      "throughputPerHour": 16.666666666666668,
       "waiting": 14375
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1153.4375,
+      "backlogHours": 1129.7755102040817,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.7512144000649041,
-      "queueFactor": 0.9602423239899249,
-      "queueWeight": 0.9602423239899249,
+      "qualityFactor": 0.7599780889677404,
+      "queueFactor": 0.960317939924579,
+      "queueWeight": 0.960317939924579,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.2708333333333333,
-      "recentTerminal": 96,
-      "recentWilsonLowerBound": 0.192036585940851,
+      "recentSuccessRate": 0.2653061224489796,
+      "recentTerminal": 98,
+      "recentWilsonLowerBound": 0.1879560144781117,
       "running": 6,
-      "selectionWeight": 0.7213478613330208,
+      "selectionWeight": 0.729820592785319,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.0,
-      "waiting": 18455
+      "throughputPerHour": 16.333333333333332,
+      "waiting": 18453
     }
   },
-  "queueAttemptedAt": "2026-09-29T04:06:35.880931+00:00",
+  "queueAttemptedAt": "2026-09-29T04:18:30.866226+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-29T04:06:35.880931+00:00",
+  "queueUpdatedAt": "2026-09-29T04:18:30.866226+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 10645b1eb4..3a21117fc1 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-29T04:15:08.066865+00:00",
+  "catalogUpdatedAt": "2026-09-29T04:18:30.866226+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-29T04:15:08.066865+00:00",
+  "generatedAt": "2026-09-29T04:18:30.866226+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6370,6 +6370,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-29T04:15:08.066865+00:00",
+  "taskTreeUpdatedAt": "2026-09-29T04:18:30.866226+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index fe4f6095cf..2861846d3f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "767d25b4e6da956b0104c02e4002c98ae40b29127247c3e818a3def422cd3b60",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "be0c1d87636a83faead1a54544e928efda998725207815f9b5cef640bbd52ce0",
-    ".modelhub_state/official_capabilities.json": "abe96f9e99184d422319d30401482aac14b1259756aaed67bf029256c4a00ce0",
+    ".modelhub_state/market_intelligence.json": "babf8fb8d99cc5b4dcd7b00570150abc863ec68aa32c180de42f4bb96ae4425a",
+    ".modelhub_state/official_capabilities.json": "011407790000919ead55dc2726ffd8abc635495ab737a7440dd64203627ebe9a",
     ".modelhub_state/outcome_checkpoint.json": "8011e3ee5c967be2a0cb46472801ad4be88cd0bf9281f201dc1fd42342af0c48",
     ".modelhub_state/queue_cleanup_latest.json": "efbb274df22875a030d458e3d21bcc20ea98862a900d8859bf81b3f4d2d4a704",
     ".modelhub_state/recent_outcomes.jsonl": "1f6ea975cd2deaf85a0cb3e87122886a82ce660a2c45914eb44108c20cd172e0",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "d1fa7d79c311bad67d1e1f834733226023cd1fe554a5218880de9ddea7058ba7",
     "outcomes/submissions.jsonl": "0d035b9544156e903354fe8c7eda89ee4660d7a3021061bd3a0a0f146185615f"
   },
-  "generation": 18239,
+  "generation": 18240,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-29T04:15:15.133856+00:00",
+  "updatedAt": "2026-09-29T04:18:50.257890+00:00",
   "writerId": "9d958b95ce4146c9939da0f14b9201ff"
 }