diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 67a314e1f1..cfe7b76734 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-27T01:25:06.971230+00:00",
+  "generatedAt": "2026-09-27T01:26:45.195919+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1389.9024390243903,
+      "backlogHours": 1378.5967741935483,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9013960548320039,
-      "queueWeight": 0.9013960548320039,
-      "recentSuccess": 53,
-      "recentSuccessRate": 0.43089430894308944,
-      "recentTerminal": 123,
-      "recentWilsonLowerBound": 0.3467817606577312,
-      "running": 9,
-      "selectionWeight": 2.25349013708001,
+      "queueFactor": 0.9002370378492707,
+      "queueWeight": 0.9002370378492707,
+      "recentSuccess": 55,
+      "recentSuccessRate": 0.4435483870967742,
+      "recentTerminal": 124,
+      "recentWilsonLowerBound": 0.3591080039637906,
+      "running": 8,
+      "selectionWeight": 2.2505925946231766,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.5,
-      "waiting": 28493
+      "throughputPerHour": 20.666666666666668,
+      "waiting": 28491
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 120.45226130653268,
+      "backlogHours": 125.40314136125654,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.3528105306129045,
-      "queueFactor": 1.3,
-      "queueWeight": 1.3,
-      "recentSuccess": 38,
-      "recentSuccessRate": 0.19095477386934673,
-      "recentTerminal": 199,
-      "recentWilsonLowerBound": 0.14240049156155604,
+      "qualityFactor": 0.31159119348542214,
+      "queueFactor": 1.2898113764048789,
+      "queueWeight": 1.2898113764048789,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.18848167539267016,
+      "recentTerminal": 191,
+      "recentWilsonLowerBound": 0.1393653166559651,
       "running": 8,
-      "selectionWeight": 0.4586536897967759,
+      "selectionWeight": 0.4018938661450712,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 33.166666666666664,
-      "waiting": 3995
+      "throughputPerHour": 31.833333333333332,
+      "waiting": 3992
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1255.0,
+      "backlogHours": 1237.8082191780823,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.561822197523631,
-      "queueFactor": 0.915306911269635,
-      "queueWeight": 0.915306911269635,
+      "qualityFactor": 0.5040409127036266,
+      "queueFactor": 0.9149017561657491,
+      "queueWeight": 0.9149017561657491,
       "recentSuccess": 19,
-      "recentSuccessRate": 0.2638888888888889,
-      "recentTerminal": 72,
-      "recentWilsonLowerBound": 0.17593641596552725,
+      "recentSuccessRate": 0.2602739726027397,
+      "recentTerminal": 73,
+      "recentWilsonLowerBound": 0.17342050231153916,
       "running": 7,
-      "selectionWeight": 0.5142397402980735,
+      "selectionWeight": 0.461147916211935,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.0,
+      "throughputPerHour": 12.166666666666666,
       "waiting": 15060
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 459.42105263157896,
+      "backlogHours": 447.64102564102564,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.25911244086694074,
-      "queueFactor": 1.0642206131406218,
-      "queueWeight": 1.0642206131406218,
+      "qualityFactor": 0.22625659607064516,
+      "queueFactor": 1.065695135105028,
+      "queueWeight": 1.065695135105028,
       "recentSuccess": 21,
-      "recentSuccessRate": 0.18421052631578946,
-      "recentTerminal": 114,
-      "recentWilsonLowerBound": 0.12375939628073249,
+      "recentSuccessRate": 0.1794871794871795,
+      "recentTerminal": 117,
+      "recentWilsonLowerBound": 0.12049809866850163,
       "running": 7,
-      "selectionWeight": 0.27575280069177877,
+      "selectionWeight": 0.2411205537179099,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 19.0,
+      "throughputPerHour": 19.5,
       "waiting": 8729
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 43.74375,
+      "backlogHours": 44.01253918495298,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -498,196 +498,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 12,
-      "recentSuccessRate": 0.0375,
-      "recentTerminal": 320,
-      "recentWilsonLowerBound": 0.021579288796761856,
+      "recentSuccessRate": 0.03761755485893417,
+      "recentTerminal": 319,
+      "recentWilsonLowerBound": 0.021647341215620883,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 53.333333333333336,
-      "waiting": 2333
+      "throughputPerHour": 53.166666666666664,
+      "waiting": 2340
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 139.52884615384616,
+      "backlogHours": 133.52073732718895,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.4131793599089607,
-      "queueFactor": 1.2725173139365884,
-      "queueWeight": 1.2725173139365884,
+      "qualityFactor": 0.34776536247879886,
+      "queueFactor": 1.2777331347475542,
+      "queueWeight": 1.2777331347475542,
       "recentSuccess": 42,
-      "recentSuccessRate": 0.20192307692307693,
-      "recentTerminal": 208,
-      "recentWilsonLowerBound": 0.15300019311684493,
-      "running": 15,
-      "selectionWeight": 0.5257778892453896,
+      "recentSuccessRate": 0.1935483870967742,
+      "recentTerminal": 217,
+      "recentWilsonLowerBound": 0.14649980495677986,
+      "running": 7,
+      "selectionWeight": 0.4443513267566551,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 34.666666666666664,
-      "waiting": 4837
+      "submissionEligible": false,
+      "throughputPerHour": 36.166666666666664,
+      "waiting": 4829
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2821.411764705882,
+      "backlogHours": 2906.5454545454545,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.102275721157512,
-      "queueFactor": 0.8105752325447532,
-      "queueWeight": 0.8105752325447532,
+      "qualityFactor": 1.095760745166139,
+      "queueFactor": 0.8049444265735543,
+      "queueWeight": 0.8049444265735543,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.38235294117647056,
-      "recentTerminal": 34,
-      "recentWilsonLowerBound": 0.23899964851608782,
+      "recentSuccessRate": 0.3939393939393939,
+      "recentTerminal": 33,
+      "recentWilsonLowerBound": 0.24682882231508205,
       "running": 2,
-      "selectionWeight": 0.8934773990056858,
+      "selectionWeight": 0.8820265046795683,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.666666666666667,
-      "waiting": 15988
+      "throughputPerHour": 5.5,
+      "waiting": 15986
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 412.1870503597122,
+      "backlogHours": 400.53146853146853,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5954393488373053,
-      "queueFactor": 1.0816808697402311,
-      "queueWeight": 1.0816808697402311,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.2446043165467626,
-      "recentTerminal": 139,
-      "recentWilsonLowerBound": 0.1806457915188509,
+      "qualityFactor": 0.47808320584133873,
+      "queueFactor": 1.0836198928293166,
+      "queueWeight": 1.0836198928293166,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.23076923076923078,
+      "recentTerminal": 143,
+      "recentWilsonLowerBound": 0.16930236706477414,
       "running": 8,
-      "selectionWeight": 0.6440753527278933,
+      "selectionWeight": 0.5180604722772876,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 23.166666666666668,
-      "waiting": 9549
+      "throughputPerHour": 23.833333333333332,
+      "waiting": 9546
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 615.26213592233,
+      "backlogHours": 603.2571428571429,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.0079100046835723,
-      "queueFactor": 1.0186014080436125,
-      "queueWeight": 1.0186014080436125,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.3106796116504854,
-      "recentTerminal": 103,
-      "recentWilsonLowerBound": 0.22947203591885548,
-      "running": 6,
-      "selectionWeight": 1.0266585499519307,
+      "qualityFactor": 0.7524984513665636,
+      "queueFactor": 1.0190537573705065,
+      "queueWeight": 1.0190537573705065,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.2857142857142857,
+      "recentTerminal": 105,
+      "recentWilsonLowerBound": 0.20806999151103064,
+      "running": 4,
+      "selectionWeight": 0.7668363742805839,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.166666666666668,
-      "waiting": 10562
+      "throughputPerHour": 17.5,
+      "waiting": 10557
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2536.7999999999997,
+      "backlogHours": 2306.072727272727,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 2.236977229961683,
-      "queueFactor": 0.8236076391595948,
-      "queueWeight": 0.8236076391595948,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.46,
-      "recentTerminal": 50,
-      "recentWilsonLowerBound": 0.3296943460178264,
+      "qualityFactor": 1.857271515384972,
+      "queueFactor": 0.8333770100074007,
+      "queueWeight": 0.8333770100074007,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.43636363636363634,
+      "recentTerminal": 55,
+      "recentWilsonLowerBound": 0.31373238636001305,
       "running": 4,
-      "selectionWeight": 1.8423915352225118,
+      "selectionWeight": 1.547807382263442,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.333333333333334,
-      "waiting": 21140
+      "throughputPerHour": 9.166666666666666,
+      "waiting": 21139
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3185.032258064516,
+      "backlogHours": 3085.6875,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.6326490689133484,
-      "queueFactor": 0.7959691306565881,
-      "queueWeight": 0.7959691306565881,
+      "qualityFactor": 0.5438909206556211,
+      "queueFactor": 0.7977552562751026,
+      "queueWeight": 0.7977552562751026,
       "recentSuccess": 10,
-      "recentSuccessRate": 0.3225806451612903,
-      "recentTerminal": 31,
-      "recentWilsonLowerBound": 0.18569230747313034,
+      "recentSuccessRate": 0.3125,
+      "recentTerminal": 32,
+      "recentWilsonLowerBound": 0.17952352116618736,
       "running": 2,
-      "selectionWeight": 0.5035691293936578,
+      "selectionWeight": 0.43389184079332643,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.166666666666667,
-      "waiting": 16456
+      "throughputPerHour": 5.333333333333333,
+      "waiting": 16457
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 695.7,
+      "backlogHours": 684.1475409836066,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.7699071915662841,
+      "qualityFactor": 0.7425661310019055,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.275,
-      "recentTerminal": 120,
-      "recentWilsonLowerBound": 0.20302779841476157,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.2786885245901639,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.20681712988262343,
       "running": 16,
-      "selectionWeight": 0.7699071915662841,
+      "selectionWeight": 0.7425661310019055,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.0,
-      "waiting": 13914
+      "throughputPerHour": 20.333333333333332,
+      "waiting": 13911
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 898.2931034482759,
+      "backlogHours": 905.8434782608695,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.3569641673054039,
-      "queueFactor": 0.9623888676282553,
-      "queueWeight": 0.9623888676282553,
+      "qualityFactor": 0.3371214281342965,
+      "queueFactor": 0.9587701209809457,
+      "queueWeight": 0.9587701209809457,
       "recentSuccess": 24,
-      "recentSuccessRate": 0.20689655172413793,
-      "recentTerminal": 116,
-      "recentWilsonLowerBound": 0.14316009603424576,
-      "running": 7,
-      "selectionWeight": 0.34353834075691075,
+      "recentSuccessRate": 0.20869565217391303,
+      "recentTerminal": 115,
+      "recentWilsonLowerBound": 0.14444439637630882,
+      "running": 6,
+      "selectionWeight": 0.32322195243758867,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 19.333333333333332,
-      "waiting": 17367
+      "throughputPerHour": 19.166666666666668,
+      "waiting": 17362
     }
   },
-  "queueAttemptedAt": "2026-09-27T01:15:34.750521+00:00",
+  "queueAttemptedAt": "2026-09-27T01:26:45.195919+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-27T01:15:34.750521+00:00",
+  "queueUpdatedAt": "2026-09-27T01:26:45.195919+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 954bc48fc4..6a8b986a2e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-27T01:25:06.971230+00:00",
+  "catalogUpdatedAt": "2026-09-27T01:26:45.195919+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-27T01:25:06.971230+00:00",
+  "generatedAt": "2026-09-27T01:26:45.195919+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6433,6 +6433,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-27T01:25:06.971230+00:00",
+  "taskTreeUpdatedAt": "2026-09-27T01:26:45.195919+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 16db8676ee..e9380995d4 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "7d5a4a125c342fe4e1b1b7fea607b495b7de7e52fad6ce5c35ef35d235e83a04",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "9a69b4c3eb4dbfe29f06c41575c08df2712412d65ec173e9947281c3fc9f9a58",
-    ".modelhub_state/official_capabilities.json": "7680699ce925935d7053307a976303d59f9d2220cf8434f2cd80146779ca004f",
+    ".modelhub_state/market_intelligence.json": "957495deb222c83b096ba15acc994b4a2e2e8004fc5363628484561062d72553",
+    ".modelhub_state/official_capabilities.json": "5183087fc2b36e431aacbd887362e61f18c47493c4aca6aed86234f82b941268",
     ".modelhub_state/outcome_checkpoint.json": "b54f2e76d961b81f346a7b57776e0d6659a2f84282bdc29e568c3d5a8d7a8c15",
     ".modelhub_state/queue_cleanup_latest.json": "b69db35ea5af4823fabc8c6619e19c96122a741133f3b8872b1f872f790bc44e",
     ".modelhub_state/recent_outcomes.jsonl": "6ca02e17ab93c8578a1e3b64fa4ecefc028505ff16b84e9748ec2f30333d872b",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "23ba460d5e2ec5fac8ad0eca5544f4f4405d9cba4af0ac32f22689d65fc9fc4c",
     "outcomes/submissions.jsonl": "99d31df22a33c7bcd0942f6c2a4d380fa28bcd3ca317801f47fc2f57e7cd3a0d"
   },
-  "generation": 16947,
+  "generation": 16948,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-27T01:25:07.719607+00:00",
+  "updatedAt": "2026-09-27T01:26:47.747882+00:00",
   "writerId": "6e8ddfbd92ca45ccaf79298516f8a6ea"
 }