diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 99c1309fe8..193d4f567f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-12T03:43:00.964086+00:00",
+  "generatedAt": "2026-10-12T03:45:22.466072+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1088.6538461538462,
+      "backlogHours": 1103.7662337662337,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.5603292893872456,
-      "queueFactor": 0.9776346122072382,
-      "queueWeight": 0.9776346122072382,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.23076923076923078,
-      "recentTerminal": 156,
-      "recentWilsonLowerBound": 0.17160281233115332,
-      "running": 10,
-      "selectionWeight": 0.5477973075384572,
+      "qualityFactor": 0.7232160917224093,
+      "queueFactor": 0.9766364286645729,
+      "queueWeight": 0.9766364286645729,
+      "recentSuccess": 37,
+      "recentSuccessRate": 0.24025974025974026,
+      "recentTerminal": 154,
+      "recentWilsonLowerBound": 0.17962946672713076,
+      "running": 8,
+      "selectionWeight": 0.706319180972524,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 26.0,
-      "waiting": 28305
+      "throughputPerHour": 25.666666666666668,
+      "waiting": 28330
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1143.1656441717791,
+      "backlogHours": 1211.025974025974,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.5814420625182757,
-      "queueFactor": 0.9704958129420905,
-      "queueWeight": 0.9704958129420905,
-      "recentSuccess": 56,
-      "recentSuccessRate": 0.34355828220858897,
-      "recentTerminal": 163,
-      "recentWilsonLowerBound": 0.27500912912254916,
+      "qualityFactor": 2.008770058065111,
+      "queueFactor": 0.9631445386945072,
+      "queueWeight": 0.9631445386945072,
+      "recentSuccess": 55,
+      "recentSuccessRate": 0.35714285714285715,
+      "recentTerminal": 154,
+      "recentWilsonLowerBound": 0.2857868175202815,
       "running": 9,
-      "selectionWeight": 1.5347829000844904,
+      "selectionWeight": 1.9347359109184599,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 27.166666666666668,
-      "waiting": 31056
+      "throughputPerHour": 25.666666666666668,
+      "waiting": 31083
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 156.40579710144928,
+      "backlogHours": 156.43478260869566,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.05,
+      "qualityFactor": 0.06373223452345685,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 17,
-      "recentSuccessRate": 0.0821256038647343,
+      "recentSuccess": 19,
+      "recentSuccessRate": 0.09178743961352658,
       "recentTerminal": 207,
-      "recentWilsonLowerBound": 0.05190509351430878,
-      "running": 9,
-      "selectionWeight": 0.065,
+      "recentWilsonLowerBound": 0.05954886923872186,
+      "running": 8,
+      "selectionWeight": 0.0828519048804939,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 34.5,
-      "waiting": 5396
+      "waiting": 5397
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1424.9142857142858,
+      "backlogHours": 1347.972972972973,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.6315521762971399,
-      "queueFactor": 0.9389484071775903,
-      "queueWeight": 0.9389484071775903,
+      "qualityFactor": 0.6487739288635477,
+      "queueFactor": 0.9477904041727647,
+      "queueWeight": 0.9477904041727647,
       "recentSuccess": 19,
-      "recentSuccessRate": 0.2714285714285714,
-      "recentTerminal": 70,
-      "recentWilsonLowerBound": 0.18119460808784751,
+      "recentSuccessRate": 0.25675675675675674,
+      "recentTerminal": 74,
+      "recentWilsonLowerBound": 0.17097575848977575,
       "running": 7,
-      "selectionWeight": 0.5929949099837402,
+      "selectionWeight": 0.6149017042543343,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 11.666666666666666,
-      "waiting": 16624
+      "throughputPerHour": 12.333333333333334,
+      "waiting": 16625
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 359.28,
+      "backlogHours": 384.9428571428572,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.12892065980977815,
-      "queueFactor": 1.154503049306526,
-      "queueWeight": 1.154503049306526,
-      "recentSuccess": 20,
-      "recentSuccessRate": 0.13333333333333333,
-      "recentTerminal": 150,
-      "recentWilsonLowerBound": 0.08799732892586416,
-      "running": 8,
-      "selectionWeight": 0.1488392948689982,
+      "qualityFactor": 0.13195483838837968,
+      "queueFactor": 1.1438130449723427,
+      "queueWeight": 1.1438130449723427,
+      "recentSuccess": 18,
+      "recentSuccessRate": 0.12857142857142856,
+      "recentTerminal": 140,
+      "recentWilsonLowerBound": 0.08289721907810717,
+      "running": 7,
+      "selectionWeight": 0.15093166549584594,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 25.0,
+      "throughputPerHour": 23.333333333333332,
       "waiting": 8982
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 57.12,
+      "backlogHours": 55.49610389610389,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -566,197 +566,197 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 17,
-      "recentSuccessRate": 0.04533333333333334,
-      "recentTerminal": 375,
-      "recentWilsonLowerBound": 0.02849354810695067,
-      "running": 24,
+      "recentSuccess": 18,
+      "recentSuccessRate": 0.046753246753246755,
+      "recentTerminal": 385,
+      "recentWilsonLowerBound": 0.029775153725333472,
+      "running": 25,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 62.5,
-      "waiting": 3570
+      "throughputPerHour": 64.16666666666667,
+      "waiting": 3561
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 127.20731707317074,
+      "backlogHours": 133.6485623003195,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.32453356592816335,
+      "qualityFactor": 0.4020875561032136,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 56,
-      "recentSuccessRate": 0.17073170731707318,
-      "recentTerminal": 328,
-      "recentWilsonLowerBound": 0.1338793598621133,
-      "running": 6,
-      "selectionWeight": 0.42189363570661237,
+      "recentSuccess": 55,
+      "recentSuccessRate": 0.1757188498402556,
+      "recentTerminal": 313,
+      "recentWilsonLowerBound": 0.13756006644556015,
+      "running": 11,
+      "selectionWeight": 0.5227138229341777,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 54.666666666666664,
-      "waiting": 6954
+      "throughputPerHour": 52.166666666666664,
+      "waiting": 6972
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2386.6153846153848,
+      "backlogHours": 2386.769230769231,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 2.5,
-      "queueFactor": 0.869045820496321,
-      "queueWeight": 0.869045820496321,
-      "recentSuccess": 19,
-      "recentSuccessRate": 0.48717948717948717,
+      "queueFactor": 0.8699472518694887,
+      "queueWeight": 0.8699472518694887,
+      "recentSuccess": 18,
+      "recentSuccessRate": 0.46153846153846156,
       "recentTerminal": 39,
-      "recentWilsonLowerBound": 0.3386492878313309,
+      "recentWilsonLowerBound": 0.3156664723404835,
       "running": 2,
-      "selectionWeight": 2.1726145512408026,
+      "selectionWeight": 2.174868129673722,
       "stale": false,
       "submissionEligible": true,
       "throughputPerHour": 6.5,
-      "waiting": 15513
+      "waiting": 15514
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 274.85714285714283,
+      "backlogHours": 273.3157894736842,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.24593409779987027,
-      "queueFactor": 1.2018326174367056,
-      "queueWeight": 1.2018326174367056,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.164021164021164,
-      "recentTerminal": 189,
-      "recentWilsonLowerBound": 0.11802330570111061,
-      "running": 10,
-      "selectionWeight": 0.2955716204757528,
+      "qualityFactor": 0.30820733819229995,
+      "queueFactor": 1.2041061563358253,
+      "queueWeight": 1.2041061563358253,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.16842105263157894,
+      "recentTerminal": 190,
+      "recentWilsonLowerBound": 0.12189967069977393,
+      "running": 8,
+      "selectionWeight": 0.3711143533452261,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 31.5,
-      "waiting": 8658
+      "throughputPerHour": 31.666666666666668,
+      "waiting": 8655
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 507.4960629921259,
+      "backlogHours": 515.664,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.07032862788165073,
-      "queueFactor": 1.096213481968666,
-      "queueWeight": 1.096213481968666,
+      "qualityFactor": 0.08505884454833017,
+      "queueFactor": 1.0947361593028413,
+      "queueWeight": 1.0947361593028413,
       "recentSuccess": 14,
-      "recentSuccessRate": 0.11023622047244094,
-      "recentTerminal": 127,
-      "recentWilsonLowerBound": 0.06680938916575475,
-      "running": 5,
-      "selectionWeight": 0.07709519005222296,
+      "recentSuccessRate": 0.112,
+      "recentTerminal": 125,
+      "recentWilsonLowerBound": 0.06789776657366932,
+      "running": 4,
+      "selectionWeight": 0.09311699279557639,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 21.166666666666668,
-      "waiting": 10742
+      "throughputPerHour": 20.833333333333332,
+      "waiting": 10743
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1487.04,
+      "backlogHours": 1445.3592233009708,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.7968921602476589,
-      "queueFactor": 0.9329570331781737,
-      "queueWeight": 0.9329570331781737,
-      "recentSuccess": 28,
-      "recentSuccessRate": 0.28,
-      "recentTerminal": 100,
-      "recentWilsonLowerBound": 0.20139559167598364,
-      "running": 4,
-      "selectionWeight": 0.7434661455876016,
+      "qualityFactor": 0.9543695476230554,
+      "queueFactor": 0.9379250073915673,
+      "queueWeight": 0.9379250073915673,
+      "recentSuccess": 29,
+      "recentSuccessRate": 0.2815533980582524,
+      "recentTerminal": 103,
+      "recentWilsonLowerBound": 0.20376373626988126,
+      "running": 5,
+      "selectionWeight": 0.8951270650086409,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 16.666666666666668,
-      "waiting": 24784
+      "throughputPerHour": 17.166666666666668,
+      "waiting": 24812
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 2385.818181818182,
+      "backlogHours": 2233.9148936170213,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.10244200994751464,
-      "queueFactor": 0.8690893720585606,
-      "queueWeight": 0.8690893720585606,
-      "recentSuccess": 7,
-      "recentSuccessRate": 0.1590909090909091,
-      "recentTerminal": 44,
-      "recentWilsonLowerBound": 0.07926576557718397,
+      "qualityFactor": 0.15375138383416448,
+      "queueFactor": 0.8786268920865652,
+      "queueWeight": 0.8786268920865652,
+      "recentSuccess": 8,
+      "recentSuccessRate": 0.1702127659574468,
+      "recentTerminal": 47,
+      "recentWilsonLowerBound": 0.08886258091263928,
       "running": 2,
-      "selectionWeight": 0.08903126209770232,
+      "selectionWeight": 0.1350901005322205,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 7.333333333333333,
-      "waiting": 17496
+      "throughputPerHour": 7.833333333333333,
+      "waiting": 17499
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 943.9799999999999,
+      "backlogHours": 963.1224489795919,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.20618444845787978,
-      "queueFactor": 0.9987703051345425,
-      "queueWeight": 0.9987703051345425,
-      "recentSuccess": 17,
-      "recentSuccessRate": 0.17,
-      "recentTerminal": 100,
-      "recentWilsonLowerBound": 0.10893476059773155,
+      "qualityFactor": 0.21306006202129107,
+      "queueFactor": 0.9968097086377363,
+      "queueWeight": 0.9968097086377363,
+      "recentSuccess": 16,
+      "recentSuccessRate": 0.16326530612244897,
+      "recentTerminal": 98,
+      "recentWilsonLowerBound": 0.10306715625004181,
       "running": 16,
-      "selectionWeight": 0.20593090450027393,
+      "selectionWeight": 0.21238033834578118,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 16.666666666666668,
-      "waiting": 15733
+      "throughputPerHour": 16.333333333333332,
+      "waiting": 15731
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 928.5563909774436,
+      "backlogHours": 922.5223880597016,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.9926352333657739,
-      "queueFactor": 1.0012413984045732,
-      "queueWeight": 1.0012413984045732,
-      "recentSuccess": 39,
-      "recentSuccessRate": 0.2932330827067669,
-      "recentTerminal": 133,
-      "recentWilsonLowerBound": 0.22254052641165156,
-      "running": 7,
-      "selectionWeight": 0.9938674891607973,
+      "qualityFactor": 0.9928989990720152,
+      "queueFactor": 1.0032702814785135,
+      "queueWeight": 1.0032702814785135,
+      "recentSuccess": 37,
+      "recentSuccessRate": 0.27611940298507465,
+      "recentTerminal": 134,
+      "recentWilsonLowerBound": 0.2074626159641203,
+      "running": 6,
+      "selectionWeight": 0.9961460582787149,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 22.166666666666668,
-      "waiting": 20583
+      "throughputPerHour": 22.333333333333332,
+      "waiting": 20603
     }
   },
-  "queueAttemptedAt": "2026-10-12T03:33:52.616087+00:00",
+  "queueAttemptedAt": "2026-10-12T03:45:22.466072+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-12T03:33:52.616087+00:00",
+  "queueUpdatedAt": "2026-10-12T03:45:22.466072+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index caef3c1506..d465b5cd8e 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-12T03:43:00.964086+00:00",
+  "catalogUpdatedAt": "2026-10-12T03:45:22.466072+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-12T03:43:00.964086+00:00",
+  "generatedAt": "2026-10-12T03:45:22.466072+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6626,6 +6626,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-12T03:43:00.964086+00:00",
+  "taskTreeUpdatedAt": "2026-10-12T03:45:22.466072+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 1301d31703..c61665fd69 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "516c9713f8571ba3f4de691de58242ca4bb2ca3d99e42addafbc3e37ea75a14a",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "51c94a476f0765fa3537e4e383881333fad31c011005760925702723e1eb34c9",
-    ".modelhub_state/official_capabilities.json": "0d9b7fb727c708f4331cac04e9e51dc18b1415a08facbaaa6bcafa20cc42147e",
+    ".modelhub_state/market_intelligence.json": "369b44bf25b704238f692071a430a806e9fd2b11162e8aaa288ed3f5f2e9cfb8",
+    ".modelhub_state/official_capabilities.json": "535de27ccd1294aa8831e7c771e6c19f95ec84ec91f13072850e7952f006331e",
     ".modelhub_state/outcome_checkpoint.json": "44d67d39f333e9af27dd521bbea253de64038578f46def2554fec687ad076ee5",
     ".modelhub_state/queue_cleanup_latest.json": "511c9bcef53ba7fe170658fee81b426cd844c69873bb3aaf1b553c34d2f19f54",
     ".modelhub_state/recent_outcomes.jsonl": "80da7e34893c7f23d6e780c3c8969ebd88930069ae3a5e8b4e10bd4228996516",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "44a696b9a6555a7cbdafe7c15d0c6dd4266baf540ebce753ca09bdcc92164cde",
     "outcomes/submissions.jsonl": "6e5261d76af1b1e7fd048c743a46e6ff46ab903621ac8a6c94693d3e02882d15"
   },
-  "generation": 23836,
+  "generation": 23837,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-12T03:43:04.890701+00:00",
+  "updatedAt": "2026-10-12T03:45:25.940520+00:00",
   "writerId": "bb7b8681024c432e99e7df31eccaf8ba"
 }