diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 0be28c64d1..52381e607d 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-09-27T02:03:27.010338+00:00",
+  "communityAttemptedAt": "2026-09-27T02:19:43.607371+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-09-27T02:03:27.010338+00:00",
+  "communityUpdatedAt": "2026-09-27T02:19:43.607371+00:00",
   "frameworkAttemptedAt": "2026-09-26T23:25:40.078539+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -396,39 +396,39 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-27T02:17:57.554723+00:00",
+  "generatedAt": "2026-09-27T02:19:43.607371+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1335.796875,
+      "backlogHours": 1325.3488372093022,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9278088739653538,
-      "queueWeight": 0.9278088739653538,
+      "queueFactor": 0.9359122490602623,
+      "queueWeight": 0.9359122490602623,
       "recentSuccess": 59,
-      "recentSuccessRate": 0.4609375,
-      "recentTerminal": 128,
-      "recentWilsonLowerBound": 0.3769796782209271,
+      "recentSuccessRate": 0.4573643410852713,
+      "recentTerminal": 129,
+      "recentWilsonLowerBound": 0.3738705997843074,
       "running": 8,
-      "selectionWeight": 2.3195221849133847,
+      "selectionWeight": 2.3397806226506557,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.333333333333332,
-      "waiting": 28497
+      "throughputPerHour": 21.5,
+      "waiting": 28495
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 133.16666666666666,
+      "backlogHours": 133.43333333333334,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.2759224216898822,
+      "qualityFactor": 0.2809956309714491,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 34,
@@ -436,59 +436,59 @@
       "recentTerminal": 180,
       "recentWilsonLowerBound": 0.1384357910970068,
       "running": 9,
-      "selectionWeight": 0.35869914819684684,
+      "selectionWeight": 0.36529432026288383,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 30.0,
-      "waiting": 3995
+      "waiting": 4003
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1273.0140845070423,
+      "backlogHours": 1329.264705882353,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.4828223293452749,
-      "queueFactor": 0.9345329192316864,
-      "queueWeight": 0.9345329192316864,
+      "qualityFactor": 0.5430876889099642,
+      "queueFactor": 0.9354981660405106,
+      "queueWeight": 0.9354981660405106,
       "recentSuccess": 19,
-      "recentSuccessRate": 0.2676056338028169,
-      "recentTerminal": 71,
-      "recentWilsonLowerBound": 0.17852666541700804,
+      "recentSuccessRate": 0.27941176470588236,
+      "recentTerminal": 68,
+      "recentWilsonLowerBound": 0.18677805007008424,
       "running": 7,
-      "selectionWeight": 0.45121336091328246,
+      "selectionWeight": 0.5080575369744509,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.833333333333334,
-      "waiting": 15064
+      "throughputPerHour": 11.333333333333334,
+      "waiting": 15065
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 432.396694214876,
+      "backlogHours": 455.37391304347824,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.18845403734782412,
-      "queueFactor": 1.0988470097843597,
-      "queueWeight": 1.0988470097843597,
-      "recentSuccess": 21,
-      "recentSuccessRate": 0.17355371900826447,
-      "recentTerminal": 121,
-      "recentWilsonLowerBound": 0.11640832689272315,
+      "qualityFactor": 0.14153508204935458,
+      "queueFactor": 1.0985743111695,
+      "queueWeight": 1.0985743111695,
+      "recentSuccess": 18,
+      "recentSuccessRate": 0.1565217391304348,
+      "recentTerminal": 115,
+      "recentWilsonLowerBound": 0.10136047320528255,
       "running": 7,
-      "selectionWeight": 0.20708215542144656,
+      "selectionWeight": 0.15548680526868838,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 20.166666666666668,
-      "waiting": 8720
+      "throughputPerHour": 19.166666666666668,
+      "waiting": 8728
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 41.53293413173653,
+      "backlogHours": 41.40718562874252,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -501,193 +501,193 @@
       "recentSuccessRate": 0.03592814371257485,
       "recentTerminal": 334,
       "recentWilsonLowerBound": 0.02066958952618046,
-      "running": 25,
+      "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 55.666666666666664,
-      "waiting": 2312
+      "waiting": 2305
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 108.58426966292134,
+      "backlogHours": 104.3525179856115,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.22084028128314975,
+      "qualityFactor": 0.2300534798497063,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 44,
-      "recentSuccessRate": 0.1647940074906367,
-      "recentTerminal": 267,
-      "recentWilsonLowerBound": 0.125109384124165,
-      "running": 9,
-      "selectionWeight": 0.2870923656680947,
+      "recentSuccess": 46,
+      "recentSuccessRate": 0.16546762589928057,
+      "recentTerminal": 278,
+      "recentWilsonLowerBound": 0.1264042503988959,
+      "running": 6,
+      "selectionWeight": 0.2990695238046182,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 44.5,
-      "waiting": 4832
+      "throughputPerHour": 46.333333333333336,
+      "waiting": 4835
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 3837.3599999999997,
+      "backlogHours": 3837.8399999999997,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.9279168126192494,
-      "queueFactor": 0.7919808924699225,
-      "queueWeight": 0.7919808924699225,
-      "recentSuccess": 13,
-      "recentSuccessRate": 0.52,
+      "qualityFactor": 2.4531602486296555,
+      "queueFactor": 0.7979425637039484,
+      "queueWeight": 0.7979425637039484,
+      "recentSuccess": 14,
+      "recentSuccessRate": 0.56,
       "recentTerminal": 25,
-      "recentWilsonLowerBound": 0.3349821795314731,
+      "recentWilsonLowerBound": 0.37067017019564436,
       "running": 2,
-      "selectionWeight": 1.5268732778659615,
+      "selectionWeight": 1.957480977968163,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 4.166666666666667,
-      "waiting": 15989
+      "waiting": 15991
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 397.4583333333333,
+      "backlogHours": 397.5833333333333,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5308733608434114,
-      "queueFactor": 1.1128223626051204,
-      "queueWeight": 1.1128223626051204,
+      "qualityFactor": 0.5406341901557696,
+      "queueFactor": 1.1211673343129311,
+      "queueWeight": 1.1211673343129311,
       "recentSuccess": 36,
       "recentSuccessRate": 0.25,
       "recentTerminal": 144,
       "recentWilsonLowerBound": 0.1863940290026437,
-      "running": 12,
-      "selectionWeight": 0.5907677476578856,
+      "running": 8,
+      "selectionWeight": 0.6061413938153746,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 24.0,
-      "waiting": 9539
+      "waiting": 9542
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 555.0,
+      "backlogHours": 554.9473684210526,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.7205900360401734,
-      "queueFactor": 1.058462894497849,
-      "queueWeight": 1.058462894497849,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.2894736842105263,
+      "qualityFactor": 0.6221692526283017,
+      "queueFactor": 1.0664656998865525,
+      "queueWeight": 1.0664656998865525,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.2719298245614035,
       "recentTerminal": 114,
-      "recentWilsonLowerBound": 0.21416522774282082,
+      "recentWilsonLowerBound": 0.198683388564943,
       "running": 4,
-      "selectionWeight": 0.7627178152933911,
+      "selectionWeight": 0.6635221674521351,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 19.0,
-      "waiting": 10545
+      "waiting": 10544
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2700.2553191489365,
+      "backlogHours": 2644.0,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 2.1601145199238223,
-      "queueFactor": 0.8348507870180752,
-      "queueWeight": 0.8348507870180752,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.48936170212765956,
-      "recentTerminal": 47,
-      "recentWilsonLowerBound": 0.3527532433660351,
-      "running": 4,
-      "selectionWeight": 1.8033733070075748,
+      "qualityFactor": 2.355537269538805,
+      "queueFactor": 0.843811507665118,
+      "queueWeight": 0.843811507665118,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.5,
+      "recentTerminal": 48,
+      "recentWilsonLowerBound": 0.36389098932037767,
+      "running": 5,
+      "selectionWeight": 1.9876294547709146,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 7.833333333333333,
+      "throughputPerHour": 8.0,
       "waiting": 21152
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3950.64,
+      "backlogHours": 4938.599999999999,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.6368908660937467,
-      "queueFactor": 0.7885322623817576,
-      "queueWeight": 0.7885322623817576,
+      "qualityFactor": 1.1072314541263795,
+      "queueFactor": 0.7683234414936464,
+      "queueWeight": 0.7683234414936464,
       "recentSuccess": 9,
-      "recentSuccessRate": 0.36,
-      "recentTerminal": 25,
-      "recentWilsonLowerBound": 0.20247656431735636,
+      "recentSuccessRate": 0.45,
+      "recentTerminal": 20,
+      "recentWilsonLowerBound": 0.25819502085709295,
       "running": 2,
-      "selectionWeight": 0.502208995531179,
+      "selectionWeight": 0.8507118813643944,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 4.166666666666667,
-      "waiting": 16461
+      "throughputPerHour": 3.3333333333333335,
+      "waiting": 16462
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 810.5825242718446,
+      "backlogHours": 852.2448979591837,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 1.0630589768766994,
+      "qualityFactor": 1.0395713470384367,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.33980582524271846,
-      "recentTerminal": 103,
-      "recentWilsonLowerBound": 0.2555686884244147,
-      "running": 16,
-      "selectionWeight": 1.0630589768766994,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.336734693877551,
+      "recentTerminal": 98,
+      "recentWilsonLowerBound": 0.2508999290009148,
+      "running": 17,
+      "selectionWeight": 1.0395713470384367,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.166666666666668,
-      "waiting": 13915
+      "throughputPerHour": 16.333333333333332,
+      "waiting": 13920
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1160.1333333333334,
+      "backlogHours": 1186.9772727272727,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.4186814370405714,
-      "queueFactor": 0.9476400340438205,
-      "queueWeight": 0.9476400340438205,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.24444444444444444,
-      "recentTerminal": 90,
-      "recentWilsonLowerBound": 0.16732663395366265,
+      "qualityFactor": 0.5063867971482193,
+      "queueFactor": 0.9515208321516591,
+      "queueWeight": 0.9515208321516591,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.26136363636363635,
+      "recentTerminal": 88,
+      "recentWilsonLowerBound": 0.18093113139383876,
       "running": 6,
-      "selectionWeight": 0.3967592912506428,
+      "selectionWeight": 0.481837586613087,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 15.0,
-      "waiting": 17402
+      "throughputPerHour": 14.666666666666666,
+      "waiting": 17409
     }
   },
-  "queueAttemptedAt": "2026-09-27T02:09:25.268469+00:00",
+  "queueAttemptedAt": "2026-09-27T02:19:43.607371+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-27T02:09:25.268469+00:00",
+  "queueUpdatedAt": "2026-09-27T02:19:43.607371+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6238b38b2e..5f7c671c9c 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-27T02:17:57.554723+00:00",
+  "catalogUpdatedAt": "2026-09-27T02:19:43.607371+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-27T02:17:57.554723+00:00",
+  "generatedAt": "2026-09-27T02:19:43.607371+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6433,6 +6433,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-27T02:17:57.554723+00:00",
+  "taskTreeUpdatedAt": "2026-09-27T02:19:43.607371+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 27212de5f4..ebcb7dd662 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "4d36ffb56e3c525928fc0b5c2eddc553e18accb8224d4a01f5708f1de1dc7409",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "93fe3c07339847b13f74d05a1bcd5167604fd32a9b1a4b663832984a218af347",
-    ".modelhub_state/official_capabilities.json": "5f3d3abd82bedbeebe3dca0b037687b8ba7387d422dbb0548263d231329c648c",
+    ".modelhub_state/market_intelligence.json": "07582287df7791712f349381285e0ce72e3b10d2111d5b4324f244e3fc81a092",
+    ".modelhub_state/official_capabilities.json": "96c2634f48a29eb10bfda3e3167c759e0a74e394f27e8fde375507831aa05b82",
     ".modelhub_state/outcome_checkpoint.json": "b54f2e76d961b81f346a7b57776e0d6659a2f84282bdc29e568c3d5a8d7a8c15",
     ".modelhub_state/queue_cleanup_latest.json": "b69db35ea5af4823fabc8c6619e19c96122a741133f3b8872b1f872f790bc44e",
     ".modelhub_state/recent_outcomes.jsonl": "6ca02e17ab93c8578a1e3b64fa4ecefc028505ff16b84e9748ec2f30333d872b",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "23ba460d5e2ec5fac8ad0eca5544f4f4405d9cba4af0ac32f22689d65fc9fc4c",
     "outcomes/submissions.jsonl": "99d31df22a33c7bcd0942f6c2a4d380fa28bcd3ca317801f47fc2f57e7cd3a0d"
   },
-  "generation": 16976,
+  "generation": 16977,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-27T02:18:01.164495+00:00",
+  "updatedAt": "2026-09-27T02:20:47.427817+00:00",
   "writerId": "6e8ddfbd92ca45ccaf79298516f8a6ea"
 }