diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index e98bc887d4..b771e8bbcc 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-09T20:17:43.171121+00:00",
+  "communityAttemptedAt": "2026-10-09T20:34:02.158423+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-09T20:17:43.171121+00:00",
+  "communityUpdatedAt": "2026-10-09T20:34:02.158423+00:00",
   "frameworkAttemptedAt": "2026-10-09T17:49:54.159190+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -443,249 +443,249 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-09T20:31:24.665500+00:00",
+  "generatedAt": "2026-10-09T20:34:02.158423+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 439.55555555555554,
+      "backlogHours": 441.79787234042556,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.2878351759227069,
-      "queueFactor": 0.9207009095433676,
-      "queueWeight": 0.9207009095433676,
+      "qualityFactor": 0.32413327546892773,
+      "queueFactor": 0.919624828148658,
+      "queueWeight": 0.919624828148658,
       "recentSuccess": 41,
-      "recentSuccessRate": 0.10846560846560846,
-      "recentTerminal": 378,
-      "recentWilsonLowerBound": 0.08096595655698183,
+      "recentSuccessRate": 0.10904255319148937,
+      "recentTerminal": 376,
+      "recentWilsonLowerBound": 0.08140223679626321,
       "running": 9,
-      "selectionWeight": 0.26501010827061144,
+      "selectionWeight": 0.29808100775037427,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 63.0,
-      "waiting": 27692
+      "throughputPerHour": 62.666666666666664,
+      "waiting": 27686
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 479.4315789473684,
+      "backlogHours": 484.51595744680856,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.7134515419495796,
-      "queueFactor": 0.908786030736434,
-      "queueWeight": 0.908786030736434,
-      "recentSuccess": 59,
-      "recentSuccessRate": 0.15526315789473685,
-      "recentTerminal": 380,
-      "recentWilsonLowerBound": 0.12231892035159216,
+      "qualityFactor": 0.7457191986228352,
+      "queueFactor": 0.9069806425815325,
+      "queueWeight": 0.9069806425815325,
+      "recentSuccess": 57,
+      "recentSuccessRate": 0.15159574468085107,
+      "recentTerminal": 376,
+      "recentWilsonLowerBound": 0.11888153033837079,
       "running": 8,
-      "selectionWeight": 0.6483747949311469,
+      "selectionWeight": 0.6763528779523246,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 63.333333333333336,
-      "waiting": 30364
+      "throughputPerHour": 62.666666666666664,
+      "waiting": 30363
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 159.3090909090909,
+      "backlogHours": 153.3684210526316,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5075885570964052,
-      "queueFactor": 1.0720981690191327,
-      "queueWeight": 1.0720981690191327,
+      "qualityFactor": 0.5213153827634827,
+      "queueFactor": 1.077789228527606,
+      "queueWeight": 1.077789228527606,
       "recentSuccess": 25,
-      "recentSuccessRate": 0.15151515151515152,
-      "recentTerminal": 165,
-      "recentWilsonLowerBound": 0.1047822899628512,
-      "running": 8,
-      "selectionWeight": 0.5441847626781194,
+      "recentSuccessRate": 0.14619883040935672,
+      "recentTerminal": 171,
+      "recentWilsonLowerBound": 0.10102852924009678,
+      "running": 10,
+      "selectionWeight": 0.5618681042082276,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.5,
-      "waiting": 4381
+      "throughputPerHour": 28.5,
+      "waiting": 4371
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 135.37704918032787,
+      "backlogHours": 135.5704514363885,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
       "qualityFactor": 0.05,
-      "queueFactor": 1.0985981963609635,
-      "queueWeight": 1.0985981963609635,
-      "recentSuccess": 8,
-      "recentSuccessRate": 0.01092896174863388,
-      "recentTerminal": 732,
-      "recentWilsonLowerBound": 0.005547993605467109,
+      "queueFactor": 1.0979169111976717,
+      "queueWeight": 1.0979169111976717,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.009575923392612859,
+      "recentTerminal": 731,
+      "recentWilsonLowerBound": 0.00464610698758778,
       "running": 7,
-      "selectionWeight": 0.05492990981804818,
+      "selectionWeight": 0.05489584555988358,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 122.0,
-      "waiting": 16516
+      "throughputPerHour": 121.83333333333333,
+      "waiting": 16517
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 140.02597402597402,
+      "backlogHours": 139.27131782945736,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.05,
-      "queueFactor": 1.0930482867314084,
-      "queueWeight": 1.0930482867314084,
+      "qualityFactor": 0.0530708537530251,
+      "queueFactor": 1.0934904088586854,
+      "queueWeight": 1.0934904088586854,
       "recentSuccess": 21,
-      "recentSuccessRate": 0.05454545454545454,
-      "recentTerminal": 385,
-      "recentWilsonLowerBound": 0.03594937829790897,
-      "running": 9,
-      "selectionWeight": 0.05465241433657042,
+      "recentSuccessRate": 0.05426356589147287,
+      "recentTerminal": 387,
+      "recentWilsonLowerBound": 0.03576216633858012,
+      "running": 7,
+      "selectionWeight": 0.058032469568874916,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 64.16666666666667,
-      "waiting": 8985
+      "throughputPerHour": 64.5,
+      "waiting": 8983
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 93.13761467889907,
+      "backlogHours": 92.54794520547945,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 24,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1619886112939228,
-      "queueWeight": 1.1619886112939228,
+      "queueFactor": 1.1626238124543373,
+      "queueWeight": 1.1626238124543373,
       "recentSuccess": 4,
-      "recentSuccessRate": 0.01834862385321101,
-      "recentTerminal": 218,
-      "recentWilsonLowerBound": 0.0071578629876473685,
-      "running": 24,
-      "selectionWeight": 0.058099430564696145,
+      "recentSuccessRate": 0.0182648401826484,
+      "recentTerminal": 219,
+      "recentWilsonLowerBound": 0.007125075447008324,
+      "running": 27,
+      "selectionWeight": 0.05813119062271687,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 36.333333333333336,
-      "waiting": 3384
+      "throughputPerHour": 36.5,
+      "waiting": 3378
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 146.85,
+      "backlogHours": 147.29032258064515,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.5282004761910851,
-      "queueFactor": 1.0852743670231613,
-      "queueWeight": 1.0852743670231613,
+      "qualityFactor": 0.5925469032599824,
+      "queueFactor": 1.0843465421641691,
+      "queueWeight": 1.0843465421641691,
       "recentSuccess": 40,
-      "recentSuccessRate": 0.14285714285714285,
-      "recentTerminal": 280,
-      "recentWilsonLowerBound": 0.10669537571406833,
+      "recentSuccessRate": 0.14336917562724014,
+      "recentTerminal": 279,
+      "recentWilsonLowerBound": 0.1070845572732915,
       "running": 9,
-      "selectionWeight": 0.5732424374596122,
+      "selectionWeight": 0.6425261856200484,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 46.666666666666664,
-      "waiting": 6853
+      "throughputPerHour": 46.5,
+      "waiting": 6849
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 947.6938775510205,
+      "backlogHours": 947.4489795918369,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.05,
-      "queueFactor": 0.8204845866722719,
-      "queueWeight": 0.8204845866722719,
-      "recentSuccess": 7,
-      "recentSuccessRate": 0.07142857142857142,
+      "qualityFactor": 0.07536804257615931,
+      "queueFactor": 0.8201831749750017,
+      "queueWeight": 0.8201831749750017,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.08163265306122448,
       "recentTerminal": 98,
-      "recentWilsonLowerBound": 0.035028007899499426,
-      "running": 2,
-      "selectionWeight": 0.0410242293336136,
+      "recentWilsonLowerBound": 0.04194355683633026,
+      "running": 3,
+      "selectionWeight": 0.06181560045176545,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 16.333333333333332,
-      "waiting": 15479
+      "waiting": 15475
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 181.46391752577318,
+      "backlogHours": 180.18430034129693,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.06861710361902734,
-      "queueFactor": 1.0513615638703573,
-      "queueWeight": 1.0513615638703573,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.06529209621993128,
-      "recentTerminal": 291,
-      "recentWilsonLowerBound": 0.04219410468755309,
-      "running": 8,
-      "selectionWeight": 0.07214138536915495,
+      "qualityFactor": 0.08634804095170949,
+      "queueFactor": 1.0520507461986845,
+      "queueWeight": 1.0520507461986845,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.06825938566552901,
+      "recentTerminal": 293,
+      "recentWilsonLowerBound": 0.044618308117005866,
+      "running": 9,
+      "selectionWeight": 0.09084252091604055,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 48.5,
-      "waiting": 8801
+      "throughputPerHour": 48.833333333333336,
+      "waiting": 8799
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 325.3333333333333,
+      "backlogHours": 325.24242424242425,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.3740876230618855,
-      "queueFactor": 0.9632108228364641,
-      "queueWeight": 0.9632108228364641,
+      "qualityFactor": 0.4163116241982131,
+      "queueFactor": 0.9628600160665094,
+      "queueWeight": 0.9628600160665094,
       "recentSuccess": 26,
       "recentSuccessRate": 0.13131313131313133,
       "recentTerminal": 198,
       "recentWilsonLowerBound": 0.09121013957312656,
-      "running": 4,
-      "selectionWeight": 0.36032524722237574,
+      "running": 5,
+      "selectionWeight": 0.40084981716416607,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 33.0,
-      "waiting": 10736
+      "waiting": 10733
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1017.6090225563909,
+      "backlogHours": 1017.6541353383458,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.0128053696121766,
-      "queueFactor": 0.811770931767923,
-      "queueWeight": 0.811770931767923,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.20300751879699247,
+      "qualityFactor": 1.2412367495583774,
+      "queueFactor": 0.8114358673835365,
+      "queueWeight": 0.8114358673835365,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.21052631578947367,
       "recentTerminal": 133,
-      "recentWilsonLowerBound": 0.1434359333630463,
+      "recentWilsonLowerBound": 0.14986350566500917,
       "running": 4,
-      "selectionWeight": 0.8221659585896323,
+      "selectionWeight": 1.0071840185062233,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 22.166666666666668,
-      "waiting": 22557
+      "waiting": 22558
     },
     "Sunrise_pt-200-x1": {
       "available": true,
@@ -696,14 +696,14 @@
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.7836542320701184,
-      "queueWeight": 0.7836542320701184,
+      "queueFactor": 0.7833359819698612,
+      "queueWeight": 0.7833359819698612,
       "recentSuccess": 5,
       "recentSuccessRate": 0.06172839506172839,
       "recentTerminal": 81,
       "recentWilsonLowerBound": 0.026652119089554067,
       "running": 2,
-      "selectionWeight": 0.03918271160350592,
+      "selectionWeight": 0.03916679909849306,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 13.5,
@@ -711,52 +711,52 @@
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 81.81010452961672,
+      "backlogHours": 81.52083333333333,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1848124144558494,
-      "queueWeight": 1.1848124144558494,
+      "queueFactor": 1.184960679247177,
+      "queueWeight": 1.184960679247177,
       "recentSuccess": 36,
-      "recentSuccessRate": 0.0313588850174216,
-      "recentTerminal": 1148,
-      "recentWilsonLowerBound": 0.022736075166887793,
+      "recentSuccessRate": 0.03125,
+      "recentTerminal": 1152,
+      "recentWilsonLowerBound": 0.02265683763916214,
       "running": 16,
-      "selectionWeight": 0.05924062072279247,
+      "selectionWeight": 0.05924803396235885,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 191.33333333333334,
-      "waiting": 15653
+      "throughputPerHour": 192.0,
+      "waiting": 15652
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1077.7981651376147,
+      "backlogHours": 1108.6415094339623,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8048038072592462,
-      "queueWeight": 0.8048038072592462,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.29357798165137616,
-      "recentTerminal": 109,
-      "recentWilsonLowerBound": 0.21628578140258625,
-      "running": 6,
-      "selectionWeight": 2.0120095181481155,
+      "queueFactor": 0.8010793939811648,
+      "queueWeight": 0.8010793939811648,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.2830188679245283,
+      "recentTerminal": 106,
+      "recentWilsonLowerBound": 0.20602338401321438,
+      "running": 7,
+      "selectionWeight": 2.002698484952912,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 18.166666666666668,
-      "waiting": 19580
+      "throughputPerHour": 17.666666666666668,
+      "waiting": 19586
     }
   },
-  "queueAttemptedAt": "2026-10-09T20:23:43.282608+00:00",
+  "queueAttemptedAt": "2026-10-09T20:34:02.158423+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-09T20:23:43.282608+00:00",
+  "queueUpdatedAt": "2026-10-09T20:34:02.158423+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Kunlunxin_p-800",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d2a3d896b3..361c12aa44 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-09T20:31:24.665500+00:00",
+  "catalogUpdatedAt": "2026-10-09T20:34:02.158423+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-09T20:31:24.665500+00:00",
+  "generatedAt": "2026-10-09T20:34:02.158423+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6953,6 +6953,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-09T20:31:24.665500+00:00",
+  "taskTreeUpdatedAt": "2026-10-09T20:34:02.158423+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 3ea75644c5..6286051283 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "e819dfef8a41cb541988720fd2ca4d702c3efb951d138b76e1dd9a0df0ef6e3d",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "34deea6a8be6eaac454ab80ac8bec42282b1c0503b29b063146c7abc1fbbb2d0",
-    ".modelhub_state/official_capabilities.json": "d45b3c656dd3fbea80aff73cb4b31e3ac4f84f75db1e1b09535670f37a3535f1",
+    ".modelhub_state/market_intelligence.json": "9a800b18ed9fd6740575f540eff561b8954b2d49a0cd84f4628fd300a221519f",
+    ".modelhub_state/official_capabilities.json": "68bfeadbb079f12a2c93a4598afce18b56bc5d204cf5cb85f00ea4d6f8e5973f",
     ".modelhub_state/outcome_checkpoint.json": "f0bec726420a0d5f05e7b6b6da7719a3c1eca3f8667be01dde145caf91611978",
     ".modelhub_state/queue_cleanup_latest.json": "38724ad9092e337c52ce3db11395bc4c6d1b324caad99791ad032535d2606739",
     ".modelhub_state/recent_outcomes.jsonl": "df378927fdcf692121b03262ee41c75cf9ad090e7d183e6ffd9167275ce86f27",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "4a17c2792f686630586e33ce05b2787ee10cd6c34c4d2feb3ccb3923a5685af0",
     "outcomes/submissions.jsonl": "efede7570e84c4a1701fc2df577deff48f0eb81a6686c6e7683f7b52243deb6d"
   },
-  "generation": 22726,
+  "generation": 22727,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-09T20:31:30.865141+00:00",
+  "updatedAt": "2026-10-09T20:34:15.646579+00:00",
   "writerId": "43462b8a22de474db5c83d43b475a356"
 }