diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index fc13048f7a..91b46039ce 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-26T13:14:04.954190+00:00",
+  "generatedAt": "2026-09-26T13:15:57.273269+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1386.774193548387,
+      "backlogHours": 1397.9024390243903,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.314324351193449,
-      "queueFactor": 0.8850367124959239,
-      "queueWeight": 0.8850367124959239,
-      "recentSuccess": 52,
-      "recentSuccessRate": 0.41935483870967744,
-      "recentTerminal": 124,
-      "recentWilsonLowerBound": 0.336204478505674,
-      "running": 9,
-      "selectionWeight": 1.1632253029335882,
+      "qualityFactor": 1.4414108679642776,
+      "queueFactor": 0.8898806887054306,
+      "queueWeight": 0.8898806887054306,
+      "recentSuccess": 50,
+      "recentSuccessRate": 0.4065040650406504,
+      "recentTerminal": 123,
+      "recentWilsonLowerBound": 0.32380845131879504,
+      "running": 8,
+      "selectionWeight": 1.2826836958915437,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.666666666666668,
-      "waiting": 28660
+      "throughputPerHour": 20.5,
+      "waiting": 28657
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 137.69832402234638,
+      "backlogHours": 136.93333333333334,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.25221269059887524,
-      "queueFactor": 1.2514769374545602,
-      "queueWeight": 1.2514769374545602,
+      "qualityFactor": 0.2966706005707235,
+      "queueFactor": 1.2608892283741822,
+      "queueWeight": 1.2608892283741822,
       "recentSuccess": 38,
-      "recentSuccessRate": 0.2122905027932961,
-      "recentTerminal": 179,
-      "recentWilsonLowerBound": 0.15875363105845,
-      "running": 8,
-      "selectionWeight": 0.31563836561785497,
+      "recentSuccessRate": 0.2111111111111111,
+      "recentTerminal": 180,
+      "recentWilsonLowerBound": 0.15784712930233705,
+      "running": 9,
+      "selectionWeight": 0.3740687646349247,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 29.833333333333332,
+      "throughputPerHour": 30.0,
       "waiting": 4108
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1165.7692307692307,
+      "backlogHours": 1263.0,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.22674058551495857,
-      "queueFactor": 0.9083856409516528,
-      "queueWeight": 0.9083856409516528,
-      "recentSuccess": 18,
-      "recentSuccessRate": 0.23076923076923078,
-      "recentTerminal": 78,
-      "recentWilsonLowerBound": 0.15125388693827768,
+      "qualityFactor": 0.233876728028939,
+      "queueFactor": 0.9035304826692752,
+      "queueWeight": 0.9035304826692752,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.2222222222222222,
+      "recentTerminal": 72,
+      "recentWilsonLowerBound": 0.1416732392052012,
       "running": 7,
-      "selectionWeight": 0.20596789210275868,
+      "selectionWeight": 0.21131475296109806,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 13.0,
-      "waiting": 15155
+      "submissionEligible": false,
+      "throughputPerHour": 12.0,
+      "waiting": 15156
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 407.4,
+      "backlogHours": 410.6046511627907,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.1730972441032955,
-      "queueFactor": 1.063552652779897,
-      "queueWeight": 1.063552652779897,
+      "qualityFactor": 0.2098255429105087,
+      "queueFactor": 1.0693988973338637,
+      "queueWeight": 1.0693988973338637,
       "recentSuccess": 25,
-      "recentSuccessRate": 0.19230769230769232,
-      "recentTerminal": 130,
-      "recentWilsonLowerBound": 0.1337876543053107,
+      "recentSuccessRate": 0.1937984496124031,
+      "recentTerminal": 129,
+      "recentWilsonLowerBound": 0.13485458233735692,
       "running": 7,
-      "selectionWeight": 0.18409803315494933,
+      "selectionWeight": 0.2243872042209773,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 21.666666666666668,
-      "waiting": 8827
+      "throughputPerHour": 21.5,
+      "waiting": 8828
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 38.59016393442623,
+      "backlogHours": 38.403269754768395,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -498,196 +498,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.07377049180327869,
-      "recentTerminal": 366,
-      "recentWilsonLowerBound": 0.05119153468069973,
+      "recentSuccessRate": 0.07356948228882834,
+      "recentTerminal": 367,
+      "recentWilsonLowerBound": 0.051050678865584065,
       "running": 25,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 61.0,
-      "waiting": 2354
+      "throughputPerHour": 61.166666666666664,
+      "waiting": 2349
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 130.41255605381167,
+      "backlogHours": 130.35874439461884,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.2649875644004328,
-      "queueFactor": 1.261723633084743,
-      "queueWeight": 1.261723633084743,
-      "recentSuccess": 47,
-      "recentSuccessRate": 0.21076233183856502,
+      "qualityFactor": 0.2987991993207922,
+      "queueFactor": 1.2702297681977197,
+      "queueWeight": 1.2702297681977197,
+      "recentSuccess": 46,
+      "recentSuccessRate": 0.2062780269058296,
       "recentTerminal": 223,
-      "recentWilsonLowerBound": 0.1623594447751774,
-      "running": 5,
-      "selectionWeight": 0.3343410724775914,
+      "recentWilsonLowerBound": 0.15836091944679526,
+      "running": 3,
+      "selectionWeight": 0.3795436376909141,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 37.166666666666664,
-      "waiting": 4847
+      "waiting": 4845
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2819.6470588235293,
+      "backlogHours": 2739.0857142857144,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.1349541578400515,
-      "queueFactor": 0.795669913252477,
-      "queueWeight": 0.795669913252477,
+      "qualityFactor": 1.2604936470845338,
+      "queueFactor": 0.804474843995066,
+      "queueWeight": 0.804474843995066,
       "recentSuccess": 16,
-      "recentSuccessRate": 0.47058823529411764,
-      "recentTerminal": 34,
-      "recentWilsonLowerBound": 0.31451251633111366,
+      "recentSuccessRate": 0.45714285714285713,
+      "recentTerminal": 35,
+      "recentWilsonLowerBound": 0.30465773633760845,
       "running": 2,
-      "selectionWeight": 0.9030488763141319,
+      "selectionWeight": 1.014035430095102,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.666666666666667,
+      "throughputPerHour": 5.833333333333333,
       "waiting": 15978
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 372.1923076923077,
+      "backlogHours": 377.06493506493507,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.36848642330240294,
-      "queueFactor": 1.0780701961979169,
-      "queueWeight": 1.0780701961979169,
+      "qualityFactor": 0.4520086693783859,
+      "queueFactor": 1.0831557001490717,
+      "queueWeight": 1.0831557001490717,
       "recentSuccess": 39,
-      "recentSuccessRate": 0.25,
-      "recentTerminal": 156,
-      "recentWilsonLowerBound": 0.1886108391729631,
-      "running": 9,
-      "selectionWeight": 0.3972542306658902,
+      "recentSuccessRate": 0.2532467532467532,
+      "recentTerminal": 154,
+      "recentWilsonLowerBound": 0.19114389858731054,
+      "running": 8,
+      "selectionWeight": 0.48959576675399585,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 26.0,
-      "waiting": 9677
+      "throughputPerHour": 25.666666666666668,
+      "waiting": 9678
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 560.3157894736842,
+      "backlogHours": 550.5,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9173642374792946,
-      "queueFactor": 1.013904894919328,
-      "queueWeight": 1.013904894919328,
+      "qualityFactor": 1.049608172902326,
+      "queueFactor": 1.0233865694448676,
+      "queueWeight": 1.0233865694448676,
       "recentSuccess": 42,
-      "recentSuccessRate": 0.3684210526315789,
-      "recentTerminal": 114,
-      "recentWilsonLowerBound": 0.2855100076999257,
-      "running": 4,
-      "selectionWeight": 0.9301200908041936,
+      "recentSuccessRate": 0.3620689655172414,
+      "recentTerminal": 116,
+      "recentWilsonLowerBound": 0.2803300988879438,
+      "running": 5,
+      "selectionWeight": 1.074154907327807,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.0,
-      "waiting": 10646
+      "throughputPerHour": 19.333333333333332,
+      "waiting": 10643
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2307.3818181818183,
+      "backlogHours": 2226.4210526315787,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8199629494526226,
-      "queueWeight": 0.8199629494526226,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.5818181818181818,
-      "recentTerminal": 55,
-      "recentWilsonLowerBound": 0.4503286833116465,
+      "queueFactor": 0.8298741114473593,
+      "queueWeight": 0.8298741114473593,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.543859649122807,
+      "recentTerminal": 57,
+      "recentWilsonLowerBound": 0.4159046083127224,
       "running": 4,
-      "selectionWeight": 2.0499073736315565,
+      "selectionWeight": 2.0746852786183982,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.166666666666666,
+      "throughputPerHour": 9.5,
       "waiting": 21151
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 5454.333333333333,
+      "backlogHours": 4908.3,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.26651993719816924,
-      "queueFactor": 0.7206939852070661,
-      "queueWeight": 0.7206939852070661,
-      "recentSuccess": 6,
-      "recentSuccessRate": 0.3333333333333333,
-      "recentTerminal": 18,
-      "recentWilsonLowerBound": 0.16278554363662856,
+      "qualityFactor": 0.4018340254758188,
+      "queueFactor": 0.7370783360275843,
+      "queueWeight": 0.7370783360275843,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.35,
+      "recentTerminal": 20,
+      "recentWilsonLowerBound": 0.1811895478679446,
       "running": 2,
-      "selectionWeight": 0.19207931567648556,
+      "selectionWeight": 0.29618315485698243,
       "stale": false,
-      "submissionEligible": false,
-      "throughputPerHour": 3.0,
-      "waiting": 16363
+      "submissionEligible": true,
+      "throughputPerHour": 3.3333333333333335,
+      "waiting": 16361
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 614.3478260869565,
+      "backlogHours": 642.2272727272727,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.45545998467049964,
+      "qualityFactor": 0.5602077398747229,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 38,
-      "recentSuccessRate": 0.2753623188405797,
-      "recentTerminal": 138,
-      "recentWilsonLowerBound": 0.20768153784982568,
+      "recentSuccess": 37,
+      "recentSuccessRate": 0.2803030303030303,
+      "recentTerminal": 132,
+      "recentWilsonLowerBound": 0.21072940445310306,
       "running": 16,
-      "selectionWeight": 0.45545998467049964,
+      "selectionWeight": 0.5602077398747229,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 23.0,
-      "waiting": 14130
+      "throughputPerHour": 22.0,
+      "waiting": 14129
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1007.4174757281553,
+      "backlogHours": 1048.3030303030303,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.6154071587277558,
-      "queueFactor": 0.9284974745521165,
-      "queueWeight": 0.9284974745521165,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.32038834951456313,
-      "recentTerminal": 103,
-      "recentWilsonLowerBound": 0.23812916022953898,
-      "running": 8,
-      "selectionWeight": 0.5714039927000147,
+      "qualityFactor": 0.6804756039190925,
+      "queueFactor": 0.9291381352046953,
+      "queueWeight": 0.9291381352046953,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.31313131313131315,
+      "recentTerminal": 99,
+      "recentWilsonLowerBound": 0.23020651977353204,
+      "running": 6,
+      "selectionWeight": 0.6322558336776745,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.166666666666668,
-      "waiting": 17294
+      "throughputPerHour": 16.5,
+      "waiting": 17297
     }
   },
-  "queueAttemptedAt": "2026-09-26T13:05:48.676104+00:00",
+  "queueAttemptedAt": "2026-09-26T13:15:57.273269+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-26T13:05:48.676104+00:00",
+  "queueUpdatedAt": "2026-09-26T13:15:57.273269+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index b120db8cb0..2da356cfdf 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-26T13:14:04.954190+00:00",
+  "catalogUpdatedAt": "2026-09-26T13:15:57.273269+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-26T13:14:04.954190+00:00",
+  "generatedAt": "2026-09-26T13:15:57.273269+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6429,6 +6429,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-26T13:14:04.954190+00:00",
+  "taskTreeUpdatedAt": "2026-09-26T13:15:57.273269+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 244b558121..56b5d00e38 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "8505094f626e98d50cd50a35fa92a0452ea8db932f420b19998d3d07cb74cd94",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "8aac97a99381303f078b72845d80639fc308d1e9d19d62d999fd84baf181f3c9",
-    ".modelhub_state/official_capabilities.json": "ee3d679df93b4f69bc12ede4da19034da2209ffa201aba0869eb859228af1169",
+    ".modelhub_state/market_intelligence.json": "04bf06ffa008b57bd5745b092a02b9eb7ac8fb0aefbc7329454c513898186657",
+    ".modelhub_state/official_capabilities.json": "9b718f6c5cbc9fed68c2d9814149d50d3c3c9bb4be6300c904aa7da53498a1ed",
     ".modelhub_state/outcome_checkpoint.json": "68bd38ffb99fb8adafb9d22e6c520faa8139422da50e52a9f8b0959691daf91e",
     ".modelhub_state/queue_cleanup_latest.json": "a4be311cb9d1e3697cc2760399d7c82144d4136dda714a2da14db87ebac3fea8",
     ".modelhub_state/recent_outcomes.jsonl": "b65a8637809936e8d8672436bc65a6880a573622f141f051aadc1337d9a18235",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "5fb864604519f8ec0322b6e8096793b5133c47e43d099cbb253e12d737666d95",
     "outcomes/submissions.jsonl": "b967cff4240b42dd70befd0949e267e4a692f6341c39ee97d3fee31cca867aa6"
   },
-  "generation": 16568,
+  "generation": 16569,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-26T13:14:05.727881+00:00",
+  "updatedAt": "2026-09-26T13:16:00.119602+00:00",
   "writerId": "08206cb1993a433e83f1d3e297db2d2e"
 }