diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 8514b74f9f..036acb4d78 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,121 +434,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-29T10:46:34.977196+00:00",
+  "generatedAt": "2026-09-29T10:49:36.550708+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 7776.285714285715,
+      "backlogHours": 7422.272727272728,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 0.05,
-      "queueFactor": 0.7217458866966928,
-      "queueWeight": 0.7217458866966928,
-      "recentSuccess": 0,
-      "recentSuccessRate": 0.0,
-      "recentTerminal": 21,
-      "recentWilsonLowerBound": 0.0,
-      "running": 8,
-      "selectionWeight": 0.036087294334834645,
+      "queueFactor": 0.7318173764613028,
+      "queueWeight": 0.7318173764613028,
+      "recentSuccess": 1,
+      "recentSuccessRate": 0.045454545454545456,
+      "recentTerminal": 22,
+      "recentWilsonLowerBound": 0.008069219301147859,
+      "running": 9,
+      "selectionWeight": 0.03659086882306514,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 3.5,
-      "waiting": 27217
+      "throughputPerHour": 3.6666666666666665,
+      "waiting": 27215
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1143.0394736842106,
+      "backlogHours": 1106.6751592356688,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 2.1525694654429635,
-      "queueFactor": 0.9622567461889816,
-      "queueWeight": 0.9622567461889816,
-      "recentSuccess": 45,
-      "recentSuccessRate": 0.29605263157894735,
-      "recentTerminal": 152,
-      "recentWilsonLowerBound": 0.22922876742078677,
+      "qualityFactor": 2.2180525344274966,
+      "queueFactor": 0.9735992468040479,
+      "queueWeight": 0.9735992468040479,
+      "recentSuccess": 48,
+      "recentSuccessRate": 0.3057324840764331,
+      "recentTerminal": 157,
+      "recentWilsonLowerBound": 0.23901959688405927,
       "running": 8,
-      "selectionWeight": 2.0713244897629015,
+      "selectionWeight": 2.15949427689042,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.333333333333332,
-      "waiting": 28957
+      "throughputPerHour": 26.166666666666668,
+      "waiting": 28958
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 123.77142857142857,
+      "backlogHours": 128.8955223880597,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5016443074645018,
+      "qualityFactor": 0.4442879756121171,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.1619047619047619,
-      "recentTerminal": 210,
-      "recentWilsonLowerBound": 0.11823369477704991,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.15920398009950248,
+      "recentTerminal": 201,
+      "recentWilsonLowerBound": 0.11508563404989704,
       "running": 8,
-      "selectionWeight": 0.6521375997038524,
+      "selectionWeight": 0.5775743682957523,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 35.0,
-      "waiting": 4332
+      "throughputPerHour": 33.5,
+      "waiting": 4318
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1178.8101265822786,
+      "backlogHours": 1193.8461538461538,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.972207528136845,
-      "queueFactor": 0.9578192698087872,
-      "queueWeight": 0.9578192698087872,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.24050632911392406,
-      "recentTerminal": 79,
-      "recentWilsonLowerBound": 0.15972056887933211,
+      "qualityFactor": 1.083049018595456,
+      "queueFactor": 0.9625892312868498,
+      "queueWeight": 0.9625892312868498,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.2564102564102564,
+      "recentTerminal": 78,
+      "recentWilsonLowerBound": 0.1725530857155662,
       "running": 7,
-      "selectionWeight": 0.9311991047026388,
+      "selectionWeight": 1.042531322255777,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 13.166666666666666,
-      "waiting": 15521
+      "throughputPerHour": 13.0,
+      "waiting": 15520
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 358.40816326530614,
+      "backlogHours": 371.15492957746477,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.6119409814052705,
-      "queueFactor": 1.1451001324312726,
-      "queueWeight": 1.1451001324312726,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.1836734693877551,
-      "recentTerminal": 147,
-      "recentWilsonLowerBound": 0.12941205654415947,
+      "qualityFactor": 0.5068580470661681,
+      "queueFactor": 1.1469644799109238,
+      "queueWeight": 1.1469644799109238,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.176056338028169,
+      "recentTerminal": 142,
+      "recentWilsonLowerBound": 0.1221886925217712,
       "running": 7,
-      "selectionWeight": 0.7007336988472982,
+      "selectionWeight": 0.581348176341914,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 24.5,
-      "waiting": 8781
+      "throughputPerHour": 23.666666666666668,
+      "waiting": 8784
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 26.365853658536587,
+      "backlogHours": 27.031315240083508,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -557,37 +557,37 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 14,
-      "recentSuccessRate": 0.028455284552845527,
-      "recentTerminal": 492,
-      "recentWilsonLowerBound": 0.017024381047638384,
+      "recentSuccess": 15,
+      "recentSuccessRate": 0.031315240083507306,
+      "recentTerminal": 479,
+      "recentWilsonLowerBound": 0.01906752589400405,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 82.0,
-      "waiting": 2162
+      "throughputPerHour": 79.83333333333333,
+      "waiting": 2158
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 79.33507853403141,
+      "backlogHours": 82.130081300813,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.16380511413949725,
+      "qualityFactor": 0.1780674979060978,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 37,
-      "recentSuccessRate": 0.0968586387434555,
-      "recentTerminal": 382,
-      "recentWilsonLowerBound": 0.07108878067306744,
-      "running": 2,
-      "selectionWeight": 0.21294664838134644,
+      "recentSuccess": 38,
+      "recentSuccessRate": 0.10298102981029811,
+      "recentTerminal": 369,
+      "recentWilsonLowerBound": 0.07595043221535967,
+      "running": 0,
+      "selectionWeight": 0.23148774727792715,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 63.666666666666664,
+      "throughputPerHour": 61.5,
       "waiting": 5051
     },
     "Iluvatar_mrv-100": {
@@ -598,15 +598,15 @@
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.39328206463183324,
-      "queueFactor": 0.8964037287000534,
-      "queueWeight": 0.8964037287000534,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.18867924528301888,
+      "qualityFactor": 0.4874983413404635,
+      "queueFactor": 0.9025821887722786,
+      "queueWeight": 0.9025821887722786,
+      "recentSuccess": 11,
+      "recentSuccessRate": 0.20754716981132076,
       "recentTerminal": 53,
-      "recentWilsonLowerBound": 0.10585211943149556,
+      "recentWilsonLowerBound": 0.12004475729322062,
       "running": 2,
-      "selectionWeight": 0.3525395091668307,
+      "selectionWeight": 0.4400073199499309,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 8.833333333333334,
@@ -614,140 +614,140 @@
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 361.5194805194805,
+      "backlogHours": 368.26490066225165,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.8618621629733634,
-      "queueFactor": 1.1436164485946108,
-      "queueWeight": 1.1436164485946108,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.2077922077922078,
-      "recentTerminal": 154,
-      "recentWilsonLowerBound": 0.15120929925971807,
+      "qualityFactor": 0.7148681645408006,
+      "queueFactor": 1.1483101517744363,
+      "queueWeight": 1.1483101517744363,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.1986754966887417,
+      "recentTerminal": 151,
+      "recentWilsonLowerBound": 0.14286066225462393,
       "running": 8,
-      "selectionWeight": 0.9856397459976675,
+      "selectionWeight": 0.8208903705225594,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 25.666666666666668,
-      "waiting": 9279
+      "submissionEligible": false,
+      "throughputPerHour": 25.166666666666668,
+      "waiting": 9268
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 485.3953488372093,
+      "backlogHours": 493.03937007874015,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.6303331251974078,
-      "queueFactor": 1.0941725298442582,
-      "queueWeight": 1.0941725298442582,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.2713178294573643,
-      "recentTerminal": 129,
-      "recentWilsonLowerBound": 0.2020292258725099,
+      "qualityFactor": 1.2549776392249459,
+      "queueFactor": 1.0991349395242032,
+      "queueWeight": 1.0991349395242032,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.25196850393700787,
+      "recentTerminal": 127,
+      "recentWilsonLowerBound": 0.18450499480603022,
       "running": 4,
-      "selectionWeight": 1.7838657200861434,
+      "selectionWeight": 1.3793897715937382,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.5,
+      "throughputPerHour": 21.166666666666668,
       "waiting": 10436
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1740.7105263157896,
+      "backlogHours": 1787.5135135135133,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.903423046862192,
-      "queueWeight": 0.903423046862192,
+      "queueFactor": 0.9060368331926356,
+      "queueWeight": 0.9060368331926356,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.34210526315789475,
-      "recentTerminal": 76,
-      "recentWilsonLowerBound": 0.2453616992261352,
-      "running": 4,
-      "selectionWeight": 2.25855761715548,
+      "recentSuccessRate": 0.35135135135135137,
+      "recentTerminal": 74,
+      "recentWilsonLowerBound": 0.25238027534892055,
+      "running": 5,
+      "selectionWeight": 2.265092082981589,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.666666666666666,
-      "waiting": 22049
+      "throughputPerHour": 12.333333333333334,
+      "waiting": 22046
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1886.7777777777778,
+      "backlogHours": 1922.1509433962262,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.2768686650536155,
-      "queueFactor": 0.892569486548191,
-      "queueWeight": 0.892569486548191,
+      "qualityFactor": 0.2714781585065687,
+      "queueFactor": 0.8962210292533641,
+      "queueWeight": 0.8962210292533641,
       "recentSuccess": 9,
-      "recentSuccessRate": 0.16666666666666666,
-      "recentTerminal": 54,
-      "recentWilsonLowerBound": 0.0902428998661039,
+      "recentSuccessRate": 0.16981132075471697,
+      "recentTerminal": 53,
+      "recentWilsonLowerBound": 0.09199841772223753,
       "running": 2,
-      "selectionWeight": 0.24712452220818867,
+      "selectionWeight": 0.24330443463656493,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 9.0,
-      "waiting": 16981
+      "throughputPerHour": 8.833333333333334,
+      "waiting": 16979
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 732.5593220338983,
+      "backlogHours": 745.0862068965517,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 1.7127448438394666,
-      "queueFactor": 1.028664444736216,
-      "queueWeight": 1.028664444736216,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.2796610169491525,
-      "recentTerminal": 118,
-      "recentWilsonLowerBound": 0.20660883500092977,
+      "qualityFactor": 1.5435160605786775,
+      "queueFactor": 1.0331235822593852,
+      "queueWeight": 1.0331235822593852,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.27586206896551724,
+      "recentTerminal": 116,
+      "recentWilsonLowerBound": 0.2027031395742815,
       "running": 16,
-      "selectionWeight": 1.761839723762942,
+      "selectionWeight": 1.5946428417799374,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.666666666666668,
-      "waiting": 14407
+      "throughputPerHour": 19.333333333333332,
+      "waiting": 14405
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1036.3177570093458,
+      "backlogHours": 1119.939393939394,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 1.8171637796268214,
-      "queueFactor": 0.9765089045161492,
-      "queueWeight": 0.9765089045161492,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.2897196261682243,
-      "recentTerminal": 107,
-      "recentWilsonLowerBound": 0.21224200748413424,
+      "qualityFactor": 1.710018033812653,
+      "queueFactor": 0.971860822612929,
+      "queueWeight": 0.971860822612929,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.29292929292929293,
+      "recentTerminal": 99,
+      "recentWilsonLowerBound": 0.21236502469141286,
       "running": 6,
-      "selectionWeight": 1.7744766117698125,
+      "selectionWeight": 1.6618995330241084,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.833333333333332,
-      "waiting": 18481
+      "throughputPerHour": 16.5,
+      "waiting": 18479
     }
   },
-  "queueAttemptedAt": "2026-09-29T10:37:35.355004+00:00",
+  "queueAttemptedAt": "2026-09-29T10:49:36.550708+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-29T10:37:35.355004+00:00",
+  "queueUpdatedAt": "2026-09-29T10:49:36.550708+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index ca99fb9ac6..8046219799 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-29T10:46:34.977196+00:00",
+  "catalogUpdatedAt": "2026-09-29T10:49:36.550708+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-29T10:46:35.772273+00:00",
+  "generatedAt": "2026-09-29T10:49:43.142656+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -234,7 +234,7 @@
         "text-to-image-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-09-28T10:47:21.392542+00:00"
+      "updatedAt": "2026-09-29T10:49:43.142331+00:00"
     },
     "https://modelscope.cn/models/AlexWortega/llm-cipher-reasoning-loras|2026-09-03T05:28:45+00:00|Cambricon_mlu-370-x4": {
       "taskTypes": [
@@ -1753,7 +1753,7 @@
         "text-generation",
         "visual-multi-modal"
       ],
-      "updatedAt": "2026-09-28T10:47:21.392954+00:00"
+      "updatedAt": "2026-09-29T10:49:43.142656+00:00"
     },
     "https://modelscope.cn/models/agentionai/Qwen3.8-27B-DFlash2-ROCmFP4-FAST-GGUF|2026-09-03T03:52:57+00:00|Sunrise_pt-200-x1": {
       "taskTypes": [
@@ -6309,6 +6309,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-29T10:46:34.977196+00:00",
+  "taskTreeUpdatedAt": "2026-09-29T10:49:36.550708+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index a4a84c2a0c..4ccd780dfc 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "1059519b0f913fd61d96469a7e447696f36116487f3f5b8f1c5502b310d0ce44",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "a8053334a9a10a7ce814803c12546eb8986784e1b5e0f8875f685775b21d272a",
-    ".modelhub_state/official_capabilities.json": "239adf52c6a99664fdafdcf4bc6c9deae186591a371263387382ee27c330996d",
+    ".modelhub_state/market_intelligence.json": "1733ab22f543a4da491d9e048c04cdeb304345e8c386d7c339b97161cb720b0a",
+    ".modelhub_state/official_capabilities.json": "0b9323f6d82bf0da878465de1e3f8e8b4a2ecf97a1dd9855e729067705b23fa7",
     ".modelhub_state/outcome_checkpoint.json": "64872511d5de005bb63e16449722b0a61a12ce76ecef4aed63e2c49148ba8bc3",
     ".modelhub_state/queue_cleanup_latest.json": "37a7b727a3aa5ec1301790759b43b6c0491f74c98e8259c115c42cca3fa0c585",
     ".modelhub_state/recent_outcomes.jsonl": "4b5c4a762b4dbd70f9146d7ca2646ab162c72c38064fe2776db10f1d122b9201",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "65a4f4b63d599936e6a0615b9f067e1bcf4937f0a8fe4373eaeb9f2816138e05",
     "outcomes/submissions.jsonl": "8ddeb9dc4f731cb850c514a43b7c27223b5103a11a5b791ae6200ff223b5a532"
   },
-  "generation": 18350,
+  "generation": 18351,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-29T10:46:36.246630+00:00",
+  "updatedAt": "2026-09-29T10:50:10.425560+00:00",
   "writerId": "9d958b95ce4146c9939da0f14b9201ff"
 }