diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index b40dbf8e1e..527c75f3f0 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-11T17:34:33.251670+00:00",
+  "communityAttemptedAt": "2026-10-11T17:49:53.298372+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-11T17:34:33.251670+00:00",
+  "communityUpdatedAt": "2026-10-11T17:49:53.298372+00:00",
   "frameworkAttemptedAt": "2026-10-11T16:41:28.570022+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-11T17:47:01.274583+00:00",
+  "generatedAt": "2026-10-11T17:49:53.298372+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1020.9700598802395,
+      "backlogHours": 1040.0487804878048,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.180617805727776,
-      "queueFactor": 0.9498910795382882,
-      "queueWeight": 0.9498910795382882,
-      "recentSuccess": 49,
-      "recentSuccessRate": 0.2934131736526946,
-      "recentTerminal": 167,
-      "recentWilsonLowerBound": 0.2296225451232889,
-      "running": 8,
-      "selectionWeight": 1.1214583220048822,
+      "qualityFactor": 1.021657724143952,
+      "queueFactor": 0.9503300285239311,
+      "queueWeight": 0.9503300285239311,
+      "recentSuccess": 48,
+      "recentSuccessRate": 0.2926829268292683,
+      "recentTerminal": 164,
+      "recentWilsonLowerBound": 0.22842926382686063,
+      "running": 10,
+      "selectionWeight": 0.9709120141274165,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.833333333333332,
-      "waiting": 28417
+      "throughputPerHour": 27.333333333333332,
+      "waiting": 28428
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1206.0774193548389,
+      "backlogHours": 1214.3376623376623,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.1902734915265283,
-      "queueFactor": 0.9264446596168614,
-      "queueWeight": 0.9264446596168614,
+      "qualityFactor": 1.0574214884541882,
+      "queueFactor": 0.9284993177693641,
+      "queueWeight": 0.9284993177693641,
       "recentSuccess": 46,
-      "recentSuccessRate": 0.2967741935483871,
-      "recentTerminal": 155,
-      "recentWilsonLowerBound": 0.23047427118231806,
+      "recentSuccessRate": 0.2987012987012987,
+      "recentTerminal": 154,
+      "recentWilsonLowerBound": 0.23202986136764261,
       "running": 8,
-      "selectionWeight": 1.1027225197082677,
+      "selectionWeight": 0.9818151306243792,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.833333333333332,
-      "waiting": 31157
+      "throughputPerHour": 25.666666666666668,
+      "waiting": 31168
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 125.10344827586206,
+      "backlogHours": 125.28735632183908,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.15582118138515758,
+      "qualityFactor": 0.12591777583291455,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.12643678160919541,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.12260536398467432,
       "recentTerminal": 261,
-      "recentWilsonLowerBound": 0.09146387581391453,
-      "running": 8,
-      "selectionWeight": 0.20256753580070486,
+      "recentWilsonLowerBound": 0.08820042113868268,
+      "running": 9,
+      "selectionWeight": 0.16369310858278893,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 43.5,
-      "waiting": 5442
+      "waiting": 5450
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 899.1891891891892,
+      "backlogHours": 933.7009345794393,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2452653848640548,
-      "queueFactor": 0.9681621469827495,
-      "queueWeight": 0.9681621469827495,
+      "qualityFactor": 0.23326069585935066,
+      "queueFactor": 0.9658314424306159,
+      "queueWeight": 0.9658314424306159,
       "recentSuccess": 19,
-      "recentSuccessRate": 0.17117117117117117,
-      "recentTerminal": 111,
-      "recentWilsonLowerBound": 0.11240858853979097,
+      "recentSuccessRate": 0.17757009345794392,
+      "recentTerminal": 107,
+      "recentWilsonLowerBound": 0.11672859553461687,
       "running": 7,
-      "selectionWeight": 0.23745666159053364,
+      "selectionWeight": 0.22529051434420586,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 18.5,
-      "waiting": 16635
+      "throughputPerHour": 17.833333333333332,
+      "waiting": 16651
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 246.9,
+      "backlogHours": 254.1588785046729,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.13514081207695985,
-      "queueFactor": 1.1752969164001816,
-      "queueWeight": 1.1752969164001816,
+      "qualityFactor": 0.12584449651739862,
+      "queueFactor": 1.1739962667061787,
+      "queueWeight": 1.1739962667061787,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.12272727272727273,
-      "recentTerminal": 220,
-      "recentWilsonLowerBound": 0.0857315201073368,
-      "running": 7,
-      "selectionWeight": 0.15883057971386735,
+      "recentSuccessRate": 0.1261682242990654,
+      "recentTerminal": 214,
+      "recentWilsonLowerBound": 0.08817708595180739,
+      "running": 8,
+      "selectionWeight": 0.1477409690969447,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 36.666666666666664,
-      "waiting": 9053
+      "throughputPerHour": 35.666666666666664,
+      "waiting": 9065
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 50.26991150442478,
+      "backlogHours": 49.53275109170306,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -566,20 +566,20 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 7,
-      "recentSuccessRate": 0.015486725663716814,
-      "recentTerminal": 452,
-      "recentWilsonLowerBound": 0.007521481325742497,
-      "running": 24,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.017467248908296942,
+      "recentTerminal": 458,
+      "recentWilsonLowerBound": 0.008876806527680536,
+      "running": 27,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 75.33333333333333,
-      "waiting": 3787
+      "throughputPerHour": 76.33333333333333,
+      "waiting": 3781
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 83.412,
+      "backlogHours": 83.44800000000001,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
@@ -588,175 +588,175 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.064,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.07,
       "recentTerminal": 500,
-      "recentWilsonLowerBound": 0.045695733565557124,
-      "running": 5,
+      "recentWilsonLowerBound": 0.05075944317125315,
+      "running": 4,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 83.33333333333333,
-      "waiting": 6951
+      "waiting": 6954
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2111.590909090909,
+      "backlogHours": 2065.866666666667,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.7041871898361125,
-      "queueFactor": 0.8517934430996417,
-      "queueWeight": 0.8517934430996417,
+      "qualityFactor": 0.5850680679006572,
+      "queueFactor": 0.8573677934484341,
+      "queueWeight": 0.8573677934484341,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.29545454545454547,
-      "recentTerminal": 44,
-      "recentWilsonLowerBound": 0.18155360887243294,
+      "recentSuccessRate": 0.28888888888888886,
+      "recentTerminal": 45,
+      "recentWilsonLowerBound": 0.17729918031900158,
       "running": 2,
-      "selectionWeight": 0.5998220310171632,
+      "selectionWeight": 0.5016185183931251,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 7.333333333333333,
-      "waiting": 15485
+      "throughputPerHour": 7.5,
+      "waiting": 15494
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 269.53608247422676,
+      "backlogHours": 281.51612903225805,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.46736598061870693,
-      "queueFactor": 1.1599338524213698,
-      "queueWeight": 1.1599338524213698,
-      "recentSuccess": 39,
-      "recentSuccessRate": 0.20103092783505155,
-      "recentTerminal": 194,
-      "recentWilsonLowerBound": 0.1506890495780152,
+      "qualityFactor": 0.4207153444041499,
+      "queueFactor": 1.1561309202288508,
+      "queueWeight": 1.1561309202288508,
+      "recentSuccess": 38,
+      "recentSuccessRate": 0.20430107526881722,
+      "recentTerminal": 186,
+      "recentWilsonLowerBound": 0.15261865329815288,
       "running": 8,
-      "selectionWeight": 0.542113622389748,
+      "selectionWeight": 0.4864020182803677,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 32.333333333333336,
-      "waiting": 8715
+      "throughputPerHour": 31.0,
+      "waiting": 8727
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 492.2748091603054,
+      "backlogHours": 489.27272727272725,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.28286087565926643,
-      "queueFactor": 1.059728509887349,
-      "queueWeight": 1.059728509887349,
+      "qualityFactor": 0.24338330838970298,
+      "queueFactor": 1.0641426689176283,
+      "queueWeight": 1.0641426689176283,
       "recentSuccess": 23,
-      "recentSuccessRate": 0.17557251908396945,
-      "recentTerminal": 131,
-      "recentWilsonLowerBound": 0.11993681310262834,
+      "recentSuccessRate": 0.17424242424242425,
+      "recentTerminal": 132,
+      "recentWilsonLowerBound": 0.11900446899386959,
       "running": 4,
-      "selectionWeight": 0.29975573426782515,
+      "selectionWeight": 0.25899456335982074,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 21.833333333333332,
-      "waiting": 10748
+      "throughputPerHour": 22.0,
+      "waiting": 10764
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2294.625,
+      "backlogHours": 2333.6190476190477,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8412382321650536,
-      "queueWeight": 0.8412382321650536,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.4375,
-      "recentTerminal": 64,
-      "recentWilsonLowerBound": 0.32293817065427327,
-      "running": 4,
-      "selectionWeight": 2.103095580412634,
+      "queueFactor": 0.8418370093300723,
+      "queueWeight": 0.8418370093300723,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.4603174603174603,
+      "recentTerminal": 63,
+      "recentWilsonLowerBound": 0.34308665416425693,
+      "running": 6,
+      "selectionWeight": 2.1045925233251808,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 10.666666666666666,
-      "waiting": 24476
+      "throughputPerHour": 10.5,
+      "waiting": 24503
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1343.5384615384614,
+      "backlogHours": 1360.9090909090908,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9115662652429148,
-      "queueWeight": 0.9115662652429148,
-      "recentSuccess": 7,
-      "recentSuccessRate": 0.08974358974358974,
-      "recentTerminal": 78,
-      "recentWilsonLowerBound": 0.044152447186411065,
+      "queueFactor": 0.9127632402526723,
+      "queueWeight": 0.9127632402526723,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.1038961038961039,
+      "recentTerminal": 77,
+      "recentWilsonLowerBound": 0.05359228295797315,
       "running": 2,
-      "selectionWeight": 0.045578313262145745,
+      "selectionWeight": 0.04563816201263362,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 13.0,
-      "waiting": 17466
+      "throughputPerHour": 12.833333333333334,
+      "waiting": 17465
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 582.7407407407408,
+      "backlogHours": 613.3246753246752,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.2189921760341468,
-      "queueFactor": 1.0332477136197677,
-      "queueWeight": 1.0332477136197677,
+      "qualityFactor": 0.2148315451926092,
+      "queueFactor": 1.0286767948986173,
+      "queueWeight": 1.0286767948986173,
       "recentSuccess": 25,
-      "recentSuccessRate": 0.15432098765432098,
-      "recentTerminal": 162,
-      "recentWilsonLowerBound": 0.1067658535481554,
-      "running": 16,
-      "selectionWeight": 0.2262731651878999,
+      "recentSuccessRate": 0.16233766233766234,
+      "recentTerminal": 154,
+      "recentWilsonLowerBound": 0.11244242622704335,
+      "running": 17,
+      "selectionWeight": 0.22099222535185067,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.0,
-      "waiting": 15734
+      "throughputPerHour": 25.666666666666668,
+      "waiting": 15742
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 866.7042253521126,
+      "backlogHours": 867.7605633802816,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.5206965654725564,
-      "queueFactor": 0.9735205492474986,
-      "queueWeight": 0.9735205492474986,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.21830985915492956,
+      "qualityFactor": 0.4954314473177923,
+      "queueFactor": 0.9765006176391706,
+      "queueWeight": 0.9765006176391706,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.22535211267605634,
       "recentTerminal": 142,
-      "recentWilsonLowerBound": 0.158275038652959,
+      "recentWilsonLowerBound": 0.16439105045171393,
       "running": 6,
-      "selectionWeight": 0.5069088064101293,
+      "selectionWeight": 0.4837891143036924,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 23.666666666666668,
-      "waiting": 20512
+      "waiting": 20537
     }
   },
-  "queueAttemptedAt": "2026-10-11T17:39:00.972756+00:00",
+  "queueAttemptedAt": "2026-10-11T17:49:53.298372+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-11T17:39:00.972756+00:00",
+  "queueUpdatedAt": "2026-10-11T17:49:53.298372+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index b140d07d79..5c8dbda5a8 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-11T17:47:01.274583+00:00",
+  "catalogUpdatedAt": "2026-10-11T17:49:53.298372+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-11T17:47:01.274583+00:00",
+  "generatedAt": "2026-10-11T17:49:53.298372+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6537,6 +6537,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-11T17:47:01.274583+00:00",
+  "taskTreeUpdatedAt": "2026-10-11T17:49:53.298372+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 34569e0ac3..0e5f8978be 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "1824bd5c3c0199df4f011d5673742f7963efce21fa690e965641635ed76cb585",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "82ad9371125b2e73325a0855f9a654bc180a6693dae428fa6de254a755e65d62",
-    ".modelhub_state/official_capabilities.json": "06ddae89369269cd5624b94aa803368e117a47c11cd4b62e4d49d8da3674a7af",
+    ".modelhub_state/market_intelligence.json": "2cebf0c59c92574e5e9816cf75fc6060a3d4269bc9b775554fac546ddb1aabe8",
+    ".modelhub_state/official_capabilities.json": "6c21ad9ecef4ec1c877dda557b049c55ca5c7d49b958e7484620fb74ada2d713",
     ".modelhub_state/outcome_checkpoint.json": "44d67d39f333e9af27dd521bbea253de64038578f46def2554fec687ad076ee5",
     ".modelhub_state/queue_cleanup_latest.json": "bf4f891e7d9cb1228e7ae2896c4e7990bb9b8ca7f497c4165f844f2591ec11f3",
     ".modelhub_state/recent_outcomes.jsonl": "80da7e34893c7f23d6e780c3c8969ebd88930069ae3a5e8b4e10bd4228996516",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "0d8240de6bedb0f95a282ca72bc77258708c25ed06a125809867a51448d47b1d",
     "outcomes/submissions.jsonl": "64bb5f8cd78fdee4ea0ba2d0dc3921f0ae550b6594a03154b11bf0ba08d2a371"
   },
-  "generation": 23610,
+  "generation": 23611,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-11T17:47:50.618601+00:00",
+  "updatedAt": "2026-10-11T17:51:28.339767+00:00",
   "writerId": "bb7b8681024c432e99e7df31eccaf8ba"
 }