diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 29ffab61c..84fe16e61 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -425,116 +425,116 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-20T15:47:14.400799+00:00",
+  "generatedAt": "2026-09-20T15:48:21.397470+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 944.3758389261745,
+      "backlogHours": 977.1666666666666,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.6404936837814326,
-      "queueFactor": 0.9771996600402424,
-      "queueWeight": 0.9771996600402424,
-      "recentSuccess": 50,
-      "recentSuccessRate": 0.33557046979865773,
-      "recentTerminal": 149,
-      "recentWilsonLowerBound": 0.26472902222515887,
+      "qualityFactor": 1.5295860148465583,
+      "queueFactor": 0.9716534755148356,
+      "queueWeight": 0.9716534755148356,
+      "recentSuccess": 49,
+      "recentSuccessRate": 0.3402777777777778,
+      "recentTerminal": 144,
+      "recentWilsonLowerBound": 0.267939727271058,
       "running": 8,
-      "selectionWeight": 1.6030898700893808,
+      "selectionWeight": 1.4862275674245453,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 24.833333333333332,
+      "throughputPerHour": 24.0,
       "waiting": 23452
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1389.1967213114756,
+      "backlogHours": 1366.7903225806451,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.98151602358673,
-      "queueFactor": 0.9222326103185183,
-      "queueWeight": 0.9222326103185183,
-      "recentSuccess": 45,
-      "recentSuccessRate": 0.36885245901639346,
-      "recentTerminal": 122,
-      "recentWilsonLowerBound": 0.2884594354612577,
+      "qualityFactor": 1.9397063905908065,
+      "queueFactor": 0.9239562780597835,
+      "queueWeight": 0.9239562780597835,
+      "recentSuccess": 47,
+      "recentSuccessRate": 0.3790322580645161,
+      "recentTerminal": 124,
+      "recentWilsonLowerBound": 0.2984894399920374,
       "running": 8,
-      "selectionWeight": 1.8274186948203608,
+      "selectionWeight": 1.7922038971790584,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.333333333333332,
+      "throughputPerHour": 20.666666666666668,
       "waiting": 28247
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 174.9090909090909,
+      "backlogHours": 178.03703703703704,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.44368427152940876,
-      "queueFactor": 1.258441929565563,
-      "queueWeight": 1.258441929565563,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.2,
-      "recentTerminal": 165,
-      "recentWilsonLowerBound": 0.1461049572060036,
+      "qualityFactor": 0.32712127884479325,
+      "queueFactor": 1.2543829760330505,
+      "queueWeight": 1.2543829760330505,
+      "recentSuccess": 30,
+      "recentSuccessRate": 0.18518518518518517,
+      "recentTerminal": 162,
+      "recentWilsonLowerBound": 0.13290856549831656,
       "running": 8,
-      "selectionWeight": 0.5583508907813602,
+      "selectionWeight": 0.4103353632810691,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.5,
-      "waiting": 4810
+      "throughputPerHour": 27.0,
+      "waiting": 4807
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1568.5263157894738,
+      "backlogHours": 1515.5593220338983,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.486317978625594,
-      "queueFactor": 0.9055892655091883,
-      "queueWeight": 0.9055892655091883,
+      "qualityFactor": 0.4079735010869039,
+      "queueFactor": 0.9097472762147004,
+      "queueWeight": 0.9097472762147004,
       "recentSuccess": 14,
-      "recentSuccessRate": 0.24561403508771928,
-      "recentTerminal": 57,
-      "recentWilsonLowerBound": 0.15232700465447838,
+      "recentSuccessRate": 0.23728813559322035,
+      "recentTerminal": 59,
+      "recentWilsonLowerBound": 0.14694486256946127,
       "running": 7,
-      "selectionWeight": 0.4404043410674648,
+      "selectionWeight": 0.3711527813815859,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.5,
-      "waiting": 14901
+      "throughputPerHour": 9.833333333333334,
+      "waiting": 14903
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 529.2115384615385,
+      "backlogHours": 519.2264150943396,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.33210362811085076,
-      "queueFactor": 1.0658857145439753,
-      "queueWeight": 1.0658857145439753,
-      "recentSuccess": 20,
-      "recentSuccessRate": 0.19230769230769232,
-      "recentTerminal": 104,
-      "recentWilsonLowerBound": 0.12808047966842862,
+      "qualityFactor": 0.2511348436541917,
+      "queueFactor": 1.0683244999676094,
+      "queueWeight": 1.0683244999676094,
+      "recentSuccess": 19,
+      "recentSuccessRate": 0.1792452830188679,
+      "recentTerminal": 106,
+      "recentWilsonLowerBound": 0.11786105495852323,
       "running": 7,
-      "selectionWeight": 0.3539845129515808,
+      "selectionWeight": 0.2682935062713081,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.333333333333332,
+      "throughputPerHour": 17.666666666666668,
       "waiting": 9173
     },
     "Iluvatar_bi-100": {
@@ -548,10 +548,10 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 6,
-      "recentSuccessRate": 0.018867924528301886,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.0220125786163522,
       "recentTerminal": 318,
-      "recentWilsonLowerBound": 0.008675200625106011,
+      "recentWilsonLowerBound": 0.010702791407389379,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
@@ -561,184 +561,184 @@
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 100.38383838383838,
+      "backlogHours": 101.24489795918367,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.10953254002935367,
+      "qualityFactor": 0.11904368341247851,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 32,
-      "recentSuccessRate": 0.10774410774410774,
-      "recentTerminal": 297,
-      "recentWilsonLowerBound": 0.07735966028425532,
-      "running": 2,
-      "selectionWeight": 0.14239230203815978,
+      "recentSuccess": 34,
+      "recentSuccessRate": 0.11564625850340136,
+      "recentTerminal": 294,
+      "recentWilsonLowerBound": 0.0839472371594915,
+      "running": 6,
+      "selectionWeight": 0.15475678843622206,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 49.5,
-      "waiting": 4969
+      "throughputPerHour": 49.0,
+      "waiting": 4961
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 3678.0000000000005,
+      "backlogHours": 3826.3199999999997,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 2.5,
-      "queueFactor": 0.7969173435366198,
-      "queueWeight": 0.7969173435366198,
+      "queueFactor": 0.7917526248546786,
+      "queueWeight": 0.7917526248546786,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.5,
-      "recentTerminal": 26,
-      "recentWilsonLowerBound": 0.3206030631500208,
+      "recentSuccessRate": 0.52,
+      "recentTerminal": 25,
+      "recentWilsonLowerBound": 0.3349821795314731,
       "running": 2,
-      "selectionWeight": 1.9922933588415495,
+      "selectionWeight": 1.9793815621366964,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 4.333333333333333,
-      "waiting": 15938
+      "throughputPerHour": 4.166666666666667,
+      "waiting": 15943
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 562.3157894736842,
+      "backlogHours": 572.4107142857142,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.6046773185915113,
-      "queueFactor": 1.056228776734754,
-      "queueWeight": 1.056228776734754,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.23684210526315788,
-      "recentTerminal": 114,
-      "recentWilsonLowerBound": 0.16818157933444355,
+      "qualityFactor": 0.516875845131484,
+      "queueFactor": 1.0528113102503966,
+      "queueWeight": 1.0528113102503966,
+      "recentSuccess": 26,
+      "recentSuccessRate": 0.23214285714285715,
+      "recentTerminal": 112,
+      "recentWilsonLowerBound": 0.16362923449523212,
       "running": 8,
-      "selectionWeight": 0.6386775845351631,
+      "selectionWeight": 0.5441727357496587,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.0,
-      "waiting": 10684
+      "throughputPerHour": 18.666666666666668,
+      "waiting": 10685
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 675.1836734693878,
+      "backlogHours": 636.2307692307693,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.49233863699689473,
-      "queueFactor": 1.0276417677083014,
-      "queueWeight": 1.0276417677083014,
+      "qualityFactor": 0.39050757049777723,
+      "queueFactor": 1.0362499073605098,
+      "queueWeight": 1.0362499073605098,
       "recentSuccess": 22,
-      "recentSuccessRate": 0.22448979591836735,
-      "recentTerminal": 98,
-      "recentWilsonLowerBound": 0.1531813203076455,
+      "recentSuccessRate": 0.21153846153846154,
+      "recentTerminal": 104,
+      "recentWilsonLowerBound": 0.14405120914153324,
       "running": 4,
-      "selectionWeight": 0.5059477472345846,
+      "selectionWeight": 0.4046634337518994,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.333333333333332,
+      "throughputPerHour": 17.333333333333332,
       "waiting": 11028
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1876.0869565217392,
+      "backlogHours": 1773.2876712328768,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.2447402842770277,
-      "queueFactor": 0.8815908880153561,
-      "queueWeight": 0.8815908880153561,
+      "qualityFactor": 0.9916833135970993,
+      "queueFactor": 0.8885662749633144,
+      "queueWeight": 0.8885662749633144,
       "recentSuccess": 23,
-      "recentSuccessRate": 0.3333333333333333,
-      "recentTerminal": 69,
-      "recentWilsonLowerBound": 0.2335089100698828,
+      "recentSuccessRate": 0.3150684931506849,
+      "recentTerminal": 73,
+      "recentWilsonLowerBound": 0.22003473675403795,
       "running": 4,
-      "selectionWeight": 1.0973516925642717,
+      "selectionWeight": 0.8811763479062509,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.5,
+      "throughputPerHour": 12.166666666666666,
       "waiting": 21575
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 5188.333333333333,
+      "backlogHours": 4914.0,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.3908606654214661,
-      "queueFactor": 0.756834388129511,
-      "queueWeight": 0.756834388129511,
+      "qualityFactor": 1.1080479219843167,
+      "queueFactor": 0.7625905727967951,
+      "queueWeight": 0.7625905727967951,
       "recentSuccess": 8,
-      "recentSuccessRate": 0.4444444444444444,
-      "recentTerminal": 18,
-      "recentWilsonLowerBound": 0.24559231101389123,
+      "recentSuccessRate": 0.42105263157894735,
+      "recentTerminal": 19,
+      "recentWilsonLowerBound": 0.2314162039203038,
       "running": 2,
-      "selectionWeight": 1.0526511806876597,
+      "selectionWeight": 0.8449868995123185,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 3.0,
-      "waiting": 15565
+      "throughputPerHour": 3.1666666666666665,
+      "waiting": 15561
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 1576.2222222222222,
+      "backlogHours": 1418.2,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9049246540430503,
-      "queueWeight": 0.9049246540430503,
+      "queueFactor": 0.9188530957150204,
+      "queueWeight": 0.9188530957150204,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.1111111111111111,
-      "recentTerminal": 54,
-      "recentWilsonLowerBound": 0.05192951817556752,
+      "recentSuccessRate": 0.1,
+      "recentTerminal": 60,
+      "recentWilsonLowerBound": 0.04664219945723587,
       "running": 16,
-      "selectionWeight": 0.04524623270215252,
+      "selectionWeight": 0.04594265478575102,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 9.0,
-      "waiting": 14186
+      "submissionEligible": false,
+      "throughputPerHour": 10.0,
+      "waiting": 14182
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 343.4347826086956,
+      "backlogHours": 344.53090909090906,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
       "qualityFactor": 0.05,
-      "queueFactor": 1.137308789851669,
-      "queueWeight": 1.137308789851669,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.06884057971014493,
-      "recentTerminal": 276,
-      "recentWilsonLowerBound": 0.04451040247523258,
+      "queueFactor": 1.1361154778832931,
+      "queueWeight": 1.1361154778832931,
+      "recentSuccess": 17,
+      "recentSuccessRate": 0.06181818181818182,
+      "recentTerminal": 275,
+      "recentWilsonLowerBound": 0.03895062404354384,
       "running": 6,
-      "selectionWeight": 0.05686543949258345,
+      "selectionWeight": 0.05680577389416466,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 46.0,
-      "waiting": 15798
+      "throughputPerHour": 45.833333333333336,
+      "waiting": 15791
     }
   },
-  "queueAttemptedAt": "2026-09-20T15:38:11.481905+00:00",
+  "queueAttemptedAt": "2026-09-20T15:48:21.397470+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-20T15:38:11.481905+00:00",
+  "queueUpdatedAt": "2026-09-20T15:48:21.397470+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Kunlunxin_p-800",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 612c08c7b..0a462118e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-20T15:47:14.400799+00:00",
+  "catalogUpdatedAt": "2026-09-20T15:48:21.397470+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-20T15:47:14.400799+00:00",
+  "generatedAt": "2026-09-20T15:48:21.397470+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6416,6 +6416,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-20T15:47:14.400799+00:00",
+  "taskTreeUpdatedAt": "2026-09-20T15:48:21.397470+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index edf3cde37..0784a847f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -3,8 +3,8 @@
   "checksums": {
     ".modelhub_state/architecture_compatibility_blacklist.json": "621470290a9fd5047b5bcf8106c2e15ae267192521354129ad2a27b5ff73a23b",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "e0d9d683385f7cf86f550797b6f6bafc89f317f418c2d384cfff0779730f216e",
-    ".modelhub_state/official_capabilities.json": "e3fa7d233eeea59957603a94541a1c09ccdd7421c8d24327ff0f3de088a6380b",
+    ".modelhub_state/market_intelligence.json": "d2d44a871394ac948e64feb6efc0f989a03da90071a654c7838b11e39587dfa3",
+    ".modelhub_state/official_capabilities.json": "714aeafa850bc7aec23f02a11ad9f6cf1537ab84ee26864d16c0be4f169bbb37",
     ".modelhub_state/outcome_checkpoint.json": "53bdfa81eee598248669388bcbc9796ad0ed5ededecb1b10744d7d73f85c048e",
     ".modelhub_state/queue_cleanup_latest.json": "c08f8d05133b1c670eeecc05c2f1f58fb85c2589e80bc520cfd00c86c079ea31",
     ".modelhub_state/recent_outcomes.jsonl": "a3921c626fada716d874c7301cda0727aa0d2309c50c4e5b46c51cd7d9265eb9",
@@ -16,9 +16,9 @@
     "ledger/submissions.jsonl": "f4362ab94c40479a82932013c5e2de1d237326ea2df827a2e131475e45089c2d",
     "outcomes/submissions.jsonl": "9b8cde3096c18ec9f57f15b5847bd2ece4ad5e42fdbcee3268cc34af8b4fd8fa"
   },
-  "generation": 10686,
+  "generation": 10687,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-20T15:47:14.841509+00:00",
+  "updatedAt": "2026-09-20T15:48:22.519384+00:00",
   "writerId": "fc715c06e24c4db2ae3e425e435db996"
 }