diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 90cb70666a..25c4dd559f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,55 +443,55 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-10T21:33:08.377086+00:00",
+  "generatedAt": "2026-10-10T21:37:31.282857+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 798.2274881516588,
+      "backlogHours": 798.0284360189574,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.6818860743650128,
-      "queueFactor": 0.9211741744240883,
-      "queueWeight": 0.9211741744240883,
+      "qualityFactor": 0.6463847231721055,
+      "queueFactor": 0.9233197284623537,
+      "queueWeight": 0.9233197284623537,
       "recentSuccess": 48,
       "recentSuccessRate": 0.22748815165876776,
       "recentTerminal": 211,
       "recentWilsonLowerBound": 0.17609269910833164,
       "running": 8,
-      "selectionWeight": 0.6281358416044732,
+      "selectionWeight": 0.5968197670814821,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 35.166666666666664,
-      "waiting": 28071
+      "waiting": 28064
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 738.096,
+      "backlogHours": 738.12,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5424718797376816,
-      "queueFactor": 0.9320599090167291,
-      "queueWeight": 0.9320599090167291,
+      "qualityFactor": 0.5142289144699455,
+      "queueFactor": 0.9341913124538002,
+      "queueWeight": 0.9341913124538002,
       "recentSuccess": 51,
       "recentSuccessRate": 0.204,
       "recentTerminal": 250,
       "recentWilsonLowerBound": 0.158704508175768,
-      "running": 8,
-      "selectionWeight": 0.5056162908724375,
+      "running": 9,
+      "selectionWeight": 0.4803881845103713,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 41.666666666666664,
-      "waiting": 30754
+      "waiting": 30755
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 35.584158415841586,
+      "backlogHours": 35.503090234857844,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
@@ -500,64 +500,64 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.04455445544554455,
-      "recentTerminal": 808,
-      "recentWilsonLowerBound": 0.03235408100219756,
-      "running": 8,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.04326328800988875,
+      "recentTerminal": 809,
+      "recentWilsonLowerBound": 0.031269793558975384,
+      "running": 10,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 134.66666666666666,
-      "waiting": 4792
+      "throughputPerHour": 134.83333333333334,
+      "waiting": 4787
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 588.0357142857143,
+      "backlogHours": 602.2682926829268,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9643844523525401,
-      "queueWeight": 0.9643844523525401,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.05952380952380952,
-      "recentTerminal": 168,
-      "recentWilsonLowerBound": 0.03264975177257961,
+      "queueFactor": 0.9631332368835871,
+      "queueWeight": 0.9631332368835871,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.04878048780487805,
+      "recentTerminal": 164,
+      "recentWilsonLowerBound": 0.02492191165235406,
       "running": 7,
-      "selectionWeight": 0.04821922261762701,
+      "selectionWeight": 0.048156661844179355,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 28.0,
-      "waiting": 16465
+      "throughputPerHour": 27.333333333333332,
+      "waiting": 16462
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 129.7536231884058,
+      "backlogHours": 130.3398058252427,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.05330231070331955,
-      "queueFactor": 1.2097422028450335,
-      "queueWeight": 1.2097422028450335,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.07729468599033816,
-      "recentTerminal": 414,
-      "recentWilsonLowerBound": 0.05528089739244197,
+      "qualityFactor": 0.059740291421411996,
+      "queueFactor": 1.2116949831075867,
+      "queueWeight": 1.2116949831075867,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.0825242718446602,
+      "recentTerminal": 412,
+      "recentWilsonLowerBound": 0.05965401061613942,
       "running": 7,
-      "selectionWeight": 0.0644820547669642,
+      "selectionWeight": 0.07238701140471011,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 69.0,
-      "waiting": 8953
+      "throughputPerHour": 68.66666666666667,
+      "waiting": 8950
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 5.044008124576845,
+      "backlogHours": 5.044499661170092,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -567,19 +567,19 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 3,
-      "recentSuccessRate": 0.0006770480704129993,
-      "recentTerminal": 4431,
-      "recentWilsonLowerBound": 0.00023027938956595153,
-      "running": 24,
+      "recentSuccessRate": 0.0006776598147729839,
+      "recentTerminal": 4427,
+      "recentWilsonLowerBound": 0.0002304874813061531,
+      "running": 25,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 738.5,
-      "waiting": 3725
+      "throughputPerHour": 737.8333333333334,
+      "waiting": 3722
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 12.935504070131495,
+      "backlogHours": 12.814285714285715,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
@@ -588,175 +588,175 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 53,
-      "recentSuccessRate": 0.01659361302442079,
-      "recentTerminal": 3194,
-      "recentWilsonLowerBound": 0.012708851298135558,
-      "running": 7,
+      "recentSuccess": 54,
+      "recentSuccessRate": 0.016770186335403725,
+      "recentTerminal": 3220,
+      "recentWilsonLowerBound": 0.012876095603525668,
+      "running": 10,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 532.3333333333334,
-      "waiting": 6886
+      "throughputPerHour": 536.6666666666666,
+      "waiting": 6877
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 1936.5,
+      "backlogHours": 1896.734693877551,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.47359113403241776,
-      "queueFactor": 0.8065069801976341,
-      "queueWeight": 0.8065069801976341,
+      "qualityFactor": 0.42813484767858484,
+      "queueFactor": 0.8108749459256086,
+      "queueWeight": 0.8108749459256086,
       "recentSuccess": 12,
-      "recentSuccessRate": 0.25,
-      "recentTerminal": 48,
-      "recentWilsonLowerBound": 0.1492048880971003,
-      "running": 2,
-      "selectionWeight": 0.38195455535685824,
+      "recentSuccessRate": 0.24489795918367346,
+      "recentTerminal": 49,
+      "recentWilsonLowerBound": 0.14602203389475285,
+      "running": 3,
+      "selectionWeight": 0.34716382146024116,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 8.0,
-      "waiting": 15492
+      "throughputPerHour": 8.166666666666666,
+      "waiting": 15490
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 200.89494163424123,
+      "backlogHours": 200.09302325581396,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1329621610627232,
-      "queueWeight": 1.1329621610627232,
-      "recentSuccess": 15,
-      "recentSuccessRate": 0.058365758754863814,
-      "recentTerminal": 257,
-      "recentWilsonLowerBound": 0.03568563010411753,
-      "running": 8,
-      "selectionWeight": 0.056648108053136165,
+      "queueFactor": 1.1362400110772235,
+      "queueWeight": 1.1362400110772235,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.06201550387596899,
+      "recentTerminal": 258,
+      "recentWilsonLowerBound": 0.03852942642393954,
+      "running": 9,
+      "selectionWeight": 0.05681200055386118,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 42.833333333333336,
-      "waiting": 8605
+      "throughputPerHour": 43.0,
+      "waiting": 8604
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 335.46031746031747,
+      "backlogHours": 335.42857142857144,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.2594900874917224,
-      "queueFactor": 1.0490944334565395,
-      "queueWeight": 1.0490944334565395,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.15873015873015872,
+      "qualityFactor": 0.2680335862056652,
+      "queueFactor": 1.051513523007166,
+      "queueWeight": 1.051513523007166,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.164021164021164,
       "recentTerminal": 189,
-      "recentWilsonLowerBound": 0.11350582412055976,
+      "recentWilsonLowerBound": 0.11802330570111061,
       "running": 4,
-      "selectionWeight": 0.27222960632471643,
+      "selectionWeight": 0.2818409405153639,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 31.5,
-      "waiting": 10567
+      "waiting": 10566
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1923.8630136986303,
+      "backlogHours": 1897.7837837837837,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8072994077628355,
-      "queueWeight": 0.8072994077628355,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.4246575342465753,
-      "recentTerminal": 73,
-      "recentWilsonLowerBound": 0.31784011426782005,
+      "queueFactor": 0.8108076926915155,
+      "queueWeight": 0.8108076926915155,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.43243243243243246,
+      "recentTerminal": 74,
+      "recentWilsonLowerBound": 0.32565937789932076,
       "running": 4,
-      "selectionWeight": 2.0182485194070887,
+      "selectionWeight": 2.0270192317287887,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.166666666666666,
-      "waiting": 23407
+      "throughputPerHour": 12.333333333333334,
+      "waiting": 23406
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 952.4181818181819,
+      "backlogHours": 943.7837837837837,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.8970912156289524,
-      "queueWeight": 0.8970912156289524,
+      "queueFactor": 0.9003761729373511,
+      "queueWeight": 0.9003761729373511,
       "recentSuccess": 10,
-      "recentSuccessRate": 0.09090909090909091,
-      "recentTerminal": 110,
-      "recentWilsonLowerBound": 0.05012978804195375,
+      "recentSuccessRate": 0.09009009009009009,
+      "recentTerminal": 111,
+      "recentWilsonLowerBound": 0.04967123560166822,
       "running": 2,
-      "selectionWeight": 0.044854560781447624,
+      "selectionWeight": 0.04501880864686755,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 18.333333333333332,
-      "waiting": 17461
+      "throughputPerHour": 18.5,
+      "waiting": 17460
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 302.1233766233766,
+      "backlogHours": 332.29285714285714,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.05,
-      "queueFactor": 1.065695436893166,
-      "queueWeight": 1.065695436893166,
+      "qualityFactor": 0.05674332974353018,
+      "queueFactor": 1.0529959948205867,
+      "queueWeight": 1.0529959948205867,
       "recentSuccess": 24,
-      "recentSuccessRate": 0.07792207792207792,
-      "recentTerminal": 308,
-      "recentWilsonLowerBound": 0.05291963005395223,
+      "recentSuccessRate": 0.08571428571428572,
+      "recentTerminal": 280,
+      "recentWilsonLowerBound": 0.058274614717091555,
       "running": 16,
-      "selectionWeight": 0.053284771844658296,
+      "selectionWeight": 0.059750498952721144,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 51.333333333333336,
-      "waiting": 15509
+      "throughputPerHour": 46.666666666666664,
+      "waiting": 15507
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 748.4074074074074,
+      "backlogHours": 734.7272727272727,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.43491884922861573,
-      "queueFactor": 0.930122272671012,
-      "queueWeight": 0.930122272671012,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.19753086419753085,
-      "recentTerminal": 162,
-      "recentWilsonLowerBound": 0.14353803306993532,
-      "running": 6,
-      "selectionWeight": 0.4045277084719813,
+      "qualityFactor": 0.428669916270358,
+      "queueFactor": 0.9348371141058537,
+      "queueWeight": 0.9348371141058537,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.2,
+      "recentTerminal": 165,
+      "recentWilsonLowerBound": 0.1461049572060036,
+      "running": 8,
+      "selectionWeight": 0.4007365474301794,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.0,
-      "waiting": 20207
+      "throughputPerHour": 27.5,
+      "waiting": 20205
     }
   },
-  "queueAttemptedAt": "2026-10-10T21:24:39.877258+00:00",
+  "queueAttemptedAt": "2026-10-10T21:37:31.282857+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-10T21:24:39.877258+00:00",
+  "queueUpdatedAt": "2026-10-10T21:37:31.282857+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6ec1743db7..94eba2bc5e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-10T21:33:08.377086+00:00",
+  "catalogUpdatedAt": "2026-10-10T21:37:31.282857+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-10T21:33:08.377086+00:00",
+  "generatedAt": "2026-10-10T21:37:31.282857+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6485,6 +6485,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-10T21:33:08.377086+00:00",
+  "taskTreeUpdatedAt": "2026-10-10T21:37:31.282857+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 84029ca20a..c74949e580 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "271fe80f1d794ea0b2ffb5bbc4029c8c0ddb4ade8b40adab4d9cbbfecf436053",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "3b1e683290a082e8f465ea8762c98550314c596f671a7e0d0b2a15a57ed37553",
-    ".modelhub_state/official_capabilities.json": "a85ca9742634b3769e7fb64f5be96def84917c2949f9d214ea334037c522df97",
+    ".modelhub_state/market_intelligence.json": "f33762ad9e82642e20d651ee5d96ff07a81c002d9eb51076995a5a8e95990d10",
+    ".modelhub_state/official_capabilities.json": "aff353dfd8e1587a3e5bf9b75fa956a9c2ffcf44c802734e960de21cee26f3be",
     ".modelhub_state/outcome_checkpoint.json": "fe5095e99daa8afe49b7c879b30a4b0d7a6078945e3aa3464c34ed8d588e5814",
     ".modelhub_state/queue_cleanup_latest.json": "49a32a4ea20cee2e6fd1aae6a0935c405de41ebb1ab30bff063853c3fbb43206",
     ".modelhub_state/recent_outcomes.jsonl": "bf8a969654b700186778ce4887ca515cf5ea010151b9e40471181642c550e48c",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "05d70a14ec0e830c1e380cdc2927edfaee7927e196015ebc99ae465a73cbff45",
     "outcomes/submissions.jsonl": "f272eee8db4c9a1240e09db75c92e7c96e1c75a981371c05b0ca6cf9927d461c"
   },
-  "generation": 23167,
+  "generation": 23168,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-10T21:35:07.867209+00:00",
+  "updatedAt": "2026-10-10T21:37:58.530186+00:00",
   "writerId": "43462b8a22de474db5c83d43b475a356"
 }