diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 4451b6ce0..2745c214a 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -396,99 +396,99 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-23T00:55:19.261481+00:00",
+  "generatedAt": "2026-09-23T00:56:29.675587+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1247.9117647058822,
+      "backlogHours": 1276.1954887218044,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 2.217031326703646,
-      "queueFactor": 0.9739766214306145,
-      "queueWeight": 0.9739766214306145,
-      "recentSuccess": 59,
-      "recentSuccessRate": 0.4338235294117647,
-      "recentTerminal": 136,
-      "recentWilsonLowerBound": 0.35347839606854836,
-      "running": 9,
-      "selectionWeight": 2.15933668118865,
+      "qualityFactor": 2.1618780201117755,
+      "queueFactor": 0.9661442010949685,
+      "queueWeight": 0.9661442010949685,
+      "recentSuccess": 56,
+      "recentSuccessRate": 0.42105263157894735,
+      "recentTerminal": 133,
+      "recentWilsonLowerBound": 0.3405146523621463,
+      "running": 8,
+      "selectionWeight": 2.0886859126056634,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.666666666666668,
-      "waiting": 28286
+      "throughputPerHour": 22.166666666666668,
+      "waiting": 28289
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 188.88888888888889,
+      "backlogHours": 191.54999999999998,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.21492510268049655,
-      "queueFactor": 1.2928411075621626,
-      "queueWeight": 1.2928411075621626,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.1728395061728395,
-      "recentTerminal": 162,
-      "recentWilsonLowerBound": 0.12237367936993296,
-      "running": 11,
-      "selectionWeight": 0.2778640077923647,
+      "qualityFactor": 0.25667842667636426,
+      "queueFactor": 1.2840655924019753,
+      "queueWeight": 1.2840655924019753,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.18125,
+      "recentTerminal": 160,
+      "recentWilsonLowerBound": 0.1292648458999903,
+      "running": 8,
+      "selectionWeight": 0.32959193600699266,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.0,
-      "waiting": 5100
+      "throughputPerHour": 26.666666666666668,
+      "waiting": 5108
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1861.1020408163267,
+      "backlogHours": 1982.4782608695652,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.8551082943720918,
-      "queueFactor": 0.9172982956716385,
-      "queueWeight": 0.9172982956716385,
-      "recentSuccess": 17,
-      "recentSuccessRate": 0.3469387755102041,
-      "recentTerminal": 49,
-      "recentWilsonLowerBound": 0.22924209609314436,
+      "qualityFactor": 0.8842622650238124,
+      "queueFactor": 0.9043744143868936,
+      "queueWeight": 0.9043744143868936,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.34782608695652173,
+      "recentTerminal": 46,
+      "recentWilsonLowerBound": 0.22680806269918058,
       "running": 7,
-      "selectionWeight": 0.7843893810422015,
+      "selectionWeight": 0.7997041680953385,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 8.166666666666666,
+      "throughputPerHour": 7.666666666666667,
       "waiting": 15199
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 450.64462809917353,
+      "backlogHours": 447.0491803278689,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.24605289772364677,
-      "queueFactor": 1.1347520725682425,
-      "queueWeight": 1.1347520725682425,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.19008264462809918,
-      "recentTerminal": 121,
-      "recentWilsonLowerBound": 0.1301333553120293,
-      "running": 8,
-      "selectionWeight": 0.27920903565333,
+      "qualityFactor": 0.3196876804172393,
+      "queueFactor": 1.1307751005929731,
+      "queueWeight": 1.1307751005929731,
+      "recentSuccess": 25,
+      "recentSuccessRate": 0.20491803278688525,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.14282861339624775,
+      "running": 7,
+      "selectionWeight": 0.361494868982138,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 20.166666666666668,
-      "waiting": 9088
+      "throughputPerHour": 20.333333333333332,
+      "waiting": 9090
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 43.857585139318886,
+      "backlogHours": 44.696202531645575,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -498,19 +498,19 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.018575851393188854,
-      "recentTerminal": 323,
-      "recentWilsonLowerBound": 0.008540480085698927,
+      "recentSuccessRate": 0.0189873417721519,
+      "recentTerminal": 316,
+      "recentWilsonLowerBound": 0.00873028648614037,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 53.833333333333336,
-      "waiting": 2361
+      "throughputPerHour": 52.666666666666664,
+      "waiting": 2354
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 133.06849315068493,
+      "backlogHours": 134.91666666666666,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
@@ -519,175 +519,175 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 7,
-      "recentSuccessRate": 0.0319634703196347,
-      "recentTerminal": 219,
-      "recentWilsonLowerBound": 0.015567517426406793,
-      "running": 0,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.037037037037037035,
+      "recentTerminal": 216,
+      "recentWilsonLowerBound": 0.01888436710982717,
+      "running": 2,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 36.5,
+      "throughputPerHour": 36.0,
       "waiting": 4857
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 3089.6129032258063,
+      "backlogHours": 2816.8235294117644,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.5379229973769157,
-      "queueFactor": 0.850140104118406,
-      "queueWeight": 0.850140104118406,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.3225806451612903,
-      "recentTerminal": 31,
-      "recentWilsonLowerBound": 0.18569230747313034,
+      "qualityFactor": 0.6081039637892683,
+      "queueFactor": 0.8579571271519892,
+      "queueWeight": 0.8579571271519892,
+      "recentSuccess": 11,
+      "recentSuccessRate": 0.3235294117647059,
+      "recentTerminal": 34,
+      "recentWilsonLowerBound": 0.19131451326458573,
       "running": 2,
-      "selectionWeight": 0.4573099129976962,
+      "selectionWeight": 0.521727129782378,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.166666666666667,
-      "waiting": 15963
+      "throughputPerHour": 5.666666666666667,
+      "waiting": 15962
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 473.45454545454544,
+      "backlogHours": 456.043795620438,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.3414576888249736,
-      "queueFactor": 1.1263785483781816,
-      "queueWeight": 1.1263785483781816,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.21212121212121213,
-      "recentTerminal": 132,
-      "recentWilsonLowerBound": 0.15103384183382562,
-      "running": 9,
-      "selectionWeight": 0.3846106158712426,
+      "qualityFactor": 0.43468007355042754,
+      "queueFactor": 1.1274013474753801,
+      "queueWeight": 1.1274013474753801,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.22627737226277372,
+      "recentTerminal": 137,
+      "recentWilsonLowerBound": 0.1642371904152058,
+      "running": 8,
+      "selectionWeight": 0.49005890064144936,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.0,
-      "waiting": 10416
+      "throughputPerHour": 22.833333333333332,
+      "waiting": 10413
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 480.1777777777778,
+      "backlogHours": 502.3720930232558,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.35606222623806394,
-      "queueFactor": 1.123998691854049,
-      "queueWeight": 1.123998691854049,
-      "recentSuccess": 29,
-      "recentSuccessRate": 0.21481481481481482,
-      "recentTerminal": 135,
-      "recentWilsonLowerBound": 0.15393663891185383,
+      "qualityFactor": 0.38084462023238014,
+      "queueFactor": 1.1111577159325579,
+      "queueWeight": 1.1111577159325579,
+      "recentSuccess": 28,
+      "recentSuccessRate": 0.21705426356589147,
+      "recentTerminal": 129,
+      "recentWilsonLowerBound": 0.154657377030721,
       "running": 4,
-      "selectionWeight": 0.4002134765102243,
+      "selectionWeight": 0.4231784383426139,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.5,
-      "waiting": 10804
+      "throughputPerHour": 21.5,
+      "waiting": 10801
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2154.3214285714284,
+      "backlogHours": 2193.6000000000004,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8973865151790512,
-      "queueWeight": 0.8973865151790512,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.5,
-      "recentTerminal": 56,
-      "recentWilsonLowerBound": 0.37331520958682995,
+      "queueFactor": 0.8907501756872733,
+      "queueWeight": 0.8907501756872733,
+      "recentSuccess": 27,
+      "recentSuccessRate": 0.4909090909090909,
+      "recentTerminal": 55,
+      "recentWilsonLowerBound": 0.3637656048710159,
       "running": 4,
-      "selectionWeight": 2.243466287947628,
+      "selectionWeight": 2.2268754392181833,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 9.333333333333334,
-      "waiting": 20107
+      "throughputPerHour": 9.166666666666666,
+      "waiting": 20108
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 5581.764705882352,
+      "backlogHours": 6326.0,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 1.656628034912849,
-      "queueFactor": 0.777965585279404,
-      "queueWeight": 0.777965585279404,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.5294117647058824,
-      "recentTerminal": 17,
-      "recentWilsonLowerBound": 0.3096289731154949,
+      "qualityFactor": 1.0771630855320073,
+      "queueFactor": 0.7599064909314934,
+      "queueWeight": 0.7599064909314934,
+      "recentSuccess": 7,
+      "recentSuccessRate": 0.4666666666666667,
+      "recentTerminal": 15,
+      "recentWilsonLowerBound": 0.24809225259746442,
       "running": 2,
-      "selectionWeight": 1.2887995987712435,
+      "selectionWeight": 0.8185432204875678,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 2.8333333333333335,
+      "throughputPerHour": 2.5,
       "waiting": 15815
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 3375.923076923077,
+      "backlogHours": 3510.72,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 0.8389135962441979,
-      "queueWeight": 0.8389135962441979,
+      "queueFactor": 0.8300802928605444,
+      "queueWeight": 0.8300802928605444,
       "recentSuccess": 0,
       "recentSuccessRate": 0.0,
-      "recentTerminal": 26,
+      "recentTerminal": 25,
       "recentWilsonLowerBound": 0.0,
       "running": 16,
-      "selectionWeight": 0.041945679812209896,
+      "selectionWeight": 0.04150401464302722,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 4.333333333333333,
-      "waiting": 14629
+      "throughputPerHour": 4.166666666666667,
+      "waiting": 14628
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1046.7446808510638,
+      "backlogHours": 1014.3711340206185,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.4900674573197062,
+      "qualityFactor": 0.4828521751789839,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
       "recentSuccess": 24,
-      "recentSuccessRate": 0.2553191489361702,
-      "recentTerminal": 94,
-      "recentWilsonLowerBound": 0.1779922418978549,
+      "recentSuccessRate": 0.24742268041237114,
+      "recentTerminal": 97,
+      "recentWilsonLowerBound": 0.172273703017395,
       "running": 6,
-      "selectionWeight": 0.4900674573197062,
+      "selectionWeight": 0.4828521751789839,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 15.666666666666666,
+      "throughputPerHour": 16.166666666666668,
       "waiting": 16399
     }
   },
-  "queueAttemptedAt": "2026-09-23T00:45:55.490813+00:00",
+  "queueAttemptedAt": "2026-09-23T00:56:29.675587+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-23T00:45:55.490813+00:00",
+  "queueUpdatedAt": "2026-09-23T00:56:29.675587+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 001dc018e..d1ea42e9a 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-23T00:55:19.261481+00:00",
+  "catalogUpdatedAt": "2026-09-23T00:56:29.675587+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-23T00:55:19.261481+00:00",
+  "generatedAt": "2026-09-23T00:56:29.675587+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6669,6 +6669,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-23T00:55:19.261481+00:00",
+  "taskTreeUpdatedAt": "2026-09-23T00:56:29.675587+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index bbe997bf2..78501ea4b 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "d781fa879b71cbd1b47ebffd8beb3ac9df9d0ead3994f545dffad7194c5f3de7",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "0ebadddd43c0fafbab6a220139eafd894cb1fac682be036eb709e9c49bc8fa1d",
-    ".modelhub_state/official_capabilities.json": "513fad3f2de2db45609fb8507a18abdcd47133c6c9b804aa75c82cd1608d1d0a",
+    ".modelhub_state/market_intelligence.json": "9d201cf1e60d65682a0a8ae50f36ec54d131b8b6799818753f8afdbd57aa42d2",
+    ".modelhub_state/official_capabilities.json": "3b08d2c7b53c533f7b81a481108b8a12d9547471ad3f89eb07ae7b168c9cf0f0",
     ".modelhub_state/outcome_checkpoint.json": "96788325cb4d6f19eda0b672864afdc436a0fab4a53d6788a718bd1fda27610b",
     ".modelhub_state/queue_cleanup_latest.json": "70b12a33050de2b7d18becf5530413055730ba9da8e6ce7b09a99877bc0fd590",
     ".modelhub_state/recent_outcomes.jsonl": "79b6d55284c3f75cc08ad11b8ab20e4edff0f39ec4effad3abbee12ed1b7e175",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "e41ca1b41c2d9fe7c553e3c10665298fcb8b0ac7fb7114270dbe689bfb7c6207",
     "outcomes/submissions.jsonl": "7b35b3b5a0a9c6d77f01c47c906f4b47280f65ced73b4d4e76cca5bbf3b39909"
   },
-  "generation": 13224,
+  "generation": 13225,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-23T00:55:19.945762+00:00",
+  "updatedAt": "2026-09-23T00:56:31.149399+00:00",
   "writerId": "0024d6b5efdf486184421da342f897ee"
 }