diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index bd9e8ac4c4..c205fa0f6f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,11 +434,11 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-09-29T05:59:30.560951+00:00",
+  "generatedAt": "2026-09-29T06:05:35.675306+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 16345.199999999999,
+      "backlogHours": 18162.0,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
@@ -449,106 +449,106 @@
       "queueWeight": 0.7,
       "recentSuccess": 0,
       "recentSuccessRate": 0.0,
-      "recentTerminal": 10,
+      "recentTerminal": 9,
       "recentWilsonLowerBound": 0.0,
-      "running": 8,
+      "running": 9,
       "selectionWeight": 0.034999999999999996,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 1.6666666666666667,
-      "waiting": 27242
+      "throughputPerHour": 1.5,
+      "waiting": 27243
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1120.8774193548388,
+      "backlogHours": 1150.4503311258277,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
       "qualityFactor": 2.5,
-      "queueFactor": 0.9704531261664767,
-      "queueWeight": 0.9704531261664767,
+      "queueFactor": 0.974566742521659,
+      "queueWeight": 0.974566742521659,
       "recentSuccess": 55,
-      "recentSuccessRate": 0.3548387096774194,
-      "recentTerminal": 155,
-      "recentWilsonLowerBound": 0.2838579959370039,
+      "recentSuccessRate": 0.36423841059602646,
+      "recentTerminal": 151,
+      "recentWilsonLowerBound": 0.29173479472925495,
       "running": 8,
-      "selectionWeight": 2.426132815416192,
+      "selectionWeight": 2.4364168563041475,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.833333333333332,
-      "waiting": 28956
+      "throughputPerHour": 25.166666666666668,
+      "waiting": 28953
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 138.48128342245988,
+      "backlogHours": 140.83695652173913,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.4726133548615642,
+      "qualityFactor": 0.36265356182093733,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 34,
-      "recentSuccessRate": 0.18181818181818182,
-      "recentTerminal": 187,
-      "recentWilsonLowerBound": 0.1331274113347582,
-      "running": 9,
-      "selectionWeight": 0.6143973613200334,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.16847826086956522,
+      "recentTerminal": 184,
+      "recentWilsonLowerBound": 0.12130409849943397,
+      "running": 8,
+      "selectionWeight": 0.47144963036721854,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 31.166666666666668,
-      "waiting": 4316
+      "throughputPerHour": 30.666666666666668,
+      "waiting": 4319
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 1754.830188679245,
+      "backlogHours": 1755.1698113207547,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.6084513772681335,
-      "queueFactor": 0.907346183550293,
-      "queueWeight": 0.907346183550293,
-      "recentSuccess": 13,
-      "recentSuccessRate": 0.24528301886792453,
+      "qualityFactor": 0.7075995180556485,
+      "queueFactor": 0.9147320516570835,
+      "queueWeight": 0.9147320516570835,
+      "recentSuccess": 14,
+      "recentSuccessRate": 0.2641509433962264,
       "recentTerminal": 53,
-      "recentWilsonLowerBound": 0.14932762711854577,
+      "recentWilsonLowerBound": 0.16437206511316813,
       "running": 7,
-      "selectionWeight": 0.5520760350401603,
+      "selectionWeight": 0.6472639589026068,
       "stale": false,
-      "submissionEligible": false,
+      "submissionEligible": true,
       "throughputPerHour": 8.833333333333334,
-      "waiting": 15501
+      "waiting": 15504
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 429.1219512195122,
+      "backlogHours": 432.59016393442624,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.43317354007645,
-      "queueFactor": 1.1207820627128084,
-      "queueWeight": 1.1207820627128084,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.18699186991869918,
-      "recentTerminal": 123,
-      "recentWilsonLowerBound": 0.12795746795510443,
-      "running": 7,
-      "selectionWeight": 0.485493133759493,
+      "qualityFactor": 0.46571637669409666,
+      "queueFactor": 1.1285746002185877,
+      "queueWeight": 1.1285746002185877,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.19672131147540983,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.13591035553474007,
+      "running": 8,
+      "selectionWeight": 0.5255956736427894,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 20.5,
-      "waiting": 8797
+      "throughputPerHour": 20.333333333333332,
+      "waiting": 8796
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 32.595,
+      "backlogHours": 32.30769230769231,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -558,196 +558,196 @@
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 13,
-      "recentSuccessRate": 0.0325,
-      "recentTerminal": 400,
-      "recentWilsonLowerBound": 0.019089659086961887,
-      "running": 24,
+      "recentSuccessRate": 0.03225806451612903,
+      "recentTerminal": 403,
+      "recentWilsonLowerBound": 0.018946835349343365,
+      "running": 25,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 66.66666666666667,
-      "waiting": 2173
+      "throughputPerHour": 67.16666666666667,
+      "waiting": 2170
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 100.66,
+      "backlogHours": 100.03311258278146,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.29941789928718127,
+      "qualityFactor": 0.2777592619103641,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
       "recentSuccess": 43,
-      "recentSuccessRate": 0.14333333333333334,
-      "recentTerminal": 300,
-      "recentWilsonLowerBound": 0.10818417712673666,
-      "running": 7,
-      "selectionWeight": 0.3892432690733357,
+      "recentSuccessRate": 0.1423841059602649,
+      "recentTerminal": 302,
+      "recentWilsonLowerBound": 0.10745545701992495,
+      "running": 6,
+      "selectionWeight": 0.36108704048347334,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 50.0,
-      "waiting": 5033
+      "throughputPerHour": 50.333333333333336,
+      "waiting": 5035
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2069.2340425531916,
+      "backlogHours": 2069.1063829787236,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.27544997663661114,
-      "queueFactor": 0.8851906933004365,
-      "queueWeight": 0.8851906933004365,
-      "recentSuccess": 9,
-      "recentSuccessRate": 0.19148936170212766,
+      "qualityFactor": 0.35345542082937914,
+      "queueFactor": 0.8924303773509172,
+      "queueWeight": 0.8924303773509172,
+      "recentSuccess": 10,
+      "recentSuccessRate": 0.2127659574468085,
       "recentTerminal": 47,
-      "recentWilsonLowerBound": 0.10415815605310119,
+      "recentWilsonLowerBound": 0.11989580124247318,
       "running": 2,
-      "selectionWeight": 0.24382575578855087,
+      "selectionWeight": 0.3154343545874901,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 7.833333333333333,
-      "waiting": 16209
+      "waiting": 16208
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 444.96000000000004,
+      "backlogHours": 427.79999999999995,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.9240994933993123,
-      "queueFactor": 1.1147054787516926,
-      "queueWeight": 1.1147054787516926,
-      "recentSuccess": 31,
-      "recentSuccessRate": 0.248,
-      "recentTerminal": 125,
-      "recentWilsonLowerBound": 0.18056639010525916,
-      "running": 8,
-      "selectionWeight": 1.030098768203877,
+      "qualityFactor": 0.865126118053565,
+      "queueFactor": 1.1304611735608954,
+      "queueWeight": 1.1304611735608954,
+      "recentSuccess": 32,
+      "recentSuccessRate": 0.24615384615384617,
+      "recentTerminal": 130,
+      "recentWilsonLowerBound": 0.18009686195009067,
+      "running": 11,
+      "selectionWeight": 0.9779914866930148,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 20.833333333333332,
-      "waiting": 9270
+      "throughputPerHour": 21.666666666666668,
+      "waiting": 9269
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 585.1401869158879,
+      "backlogHours": 574.5137614678898,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.957238858880953,
-      "queueFactor": 1.069841135369649,
-      "queueWeight": 1.069841135369649,
-      "recentSuccess": 36,
-      "recentSuccessRate": 0.3364485981308411,
-      "recentTerminal": 107,
-      "recentWilsonLowerBound": 0.2539713264752684,
-      "running": 5,
-      "selectionWeight": 2.093934642974795,
+      "qualityFactor": 1.6395437045180385,
+      "queueFactor": 1.0815502510377135,
+      "queueWeight": 1.0815502510377135,
+      "recentSuccess": 35,
+      "recentSuccessRate": 0.3211009174311927,
+      "recentTerminal": 109,
+      "recentWilsonLowerBound": 0.24082843883410396,
+      "running": 4,
+      "selectionWeight": 1.7732489052087874,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.833333333333332,
-      "waiting": 10435
+      "throughputPerHour": 18.166666666666668,
+      "waiting": 10437
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 1812.2465753424658,
+      "backlogHours": 1862.8732394366195,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.6030887681756554,
-      "queueFactor": 0.9029749204918225,
-      "queueWeight": 0.9029749204918225,
-      "recentSuccess": 24,
-      "recentSuccessRate": 0.3287671232876712,
-      "recentTerminal": 73,
-      "recentWilsonLowerBound": 0.2319433057283529,
+      "qualityFactor": 1.4335523965271326,
+      "queueFactor": 0.9065969887841487,
+      "queueWeight": 0.9065969887841487,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.323943661971831,
+      "recentTerminal": 71,
+      "recentWilsonLowerBound": 0.22657056384385282,
       "running": 4,
-      "selectionWeight": 1.447548952984746,
+      "selectionWeight": 1.2996542859557985,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.166666666666666,
-      "waiting": 22049
+      "throughputPerHour": 11.833333333333334,
+      "waiting": 22044
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 3287.032258064516,
+      "backlogHours": 3639.2142857142853,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.9827976879365564,
-      "queueFactor": 0.8258243543475581,
-      "queueWeight": 0.8258243543475581,
+      "qualityFactor": 1.1758709447388873,
+      "queueFactor": 0.8199561423409711,
+      "queueWeight": 0.8199561423409711,
       "recentSuccess": 10,
-      "recentSuccessRate": 0.3225806451612903,
-      "recentTerminal": 31,
-      "recentWilsonLowerBound": 0.18569230747313034,
+      "recentSuccessRate": 0.35714285714285715,
+      "recentTerminal": 28,
+      "recentWilsonLowerBound": 0.20705611972458876,
       "running": 2,
-      "selectionWeight": 0.8116182660944796,
+      "selectionWeight": 0.9641626037389313,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 5.166666666666667,
+      "throughputPerHour": 4.666666666666667,
       "waiting": 16983
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 917.7446808510639,
+      "backlogHours": 968.8988764044943,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.7076677582520757,
+      "qualityFactor": 0.6652327113092553,
       "queueFactor": 1.0,
       "queueWeight": 1.0,
-      "recentSuccess": 22,
-      "recentSuccessRate": 0.23404255319148937,
-      "recentTerminal": 94,
-      "recentWilsonLowerBound": 0.1599410529376495,
+      "recentSuccess": 21,
+      "recentSuccessRate": 0.23595505617977527,
+      "recentTerminal": 89,
+      "recentWilsonLowerBound": 0.15982321425035884,
       "running": 17,
-      "selectionWeight": 0.7076677582520757,
+      "selectionWeight": 0.6652327113092553,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 15.666666666666666,
-      "waiting": 14378
+      "throughputPerHour": 14.833333333333334,
+      "waiting": 14372
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 1140.618556701031,
+      "backlogHours": 1117.5151515151515,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.5806505718629422,
-      "queueFactor": 0.9679149915582553,
-      "queueWeight": 0.9679149915582553,
-      "recentSuccess": 21,
-      "recentSuccessRate": 0.21649484536082475,
-      "recentTerminal": 97,
-      "recentWilsonLowerBound": 0.14618670657065766,
+      "qualityFactor": 0.6676782585340403,
+      "queueFactor": 0.9788220740028402,
+      "queueWeight": 0.9788220740028402,
+      "recentSuccess": 23,
+      "recentSuccessRate": 0.23232323232323232,
+      "recentTerminal": 99,
+      "recentWilsonLowerBound": 0.16009001362979594,
       "running": 6,
-      "selectionWeight": 0.5620203933630159,
+      "selectionWeight": 0.6535382177848938,
       "stale": false,
-      "submissionEligible": false,
-      "throughputPerHour": 16.166666666666668,
-      "waiting": 18440
+      "submissionEligible": true,
+      "throughputPerHour": 16.5,
+      "waiting": 18439
     }
   },
-  "queueAttemptedAt": "2026-09-29T05:53:22.951987+00:00",
+  "queueAttemptedAt": "2026-09-29T06:05:35.675306+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-09-29T05:53:22.951987+00:00",
+  "queueUpdatedAt": "2026-09-29T06:05:35.675306+00:00",
   "supportedGpus": [
     "Vastai_va16",
     "Cambricon_mlu-370-x4",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index ba5d5ae70e..4466f3ac50 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-09-29T05:59:30.560951+00:00",
+  "catalogUpdatedAt": "2026-09-29T06:05:35.675306+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-09-29T05:59:30.560951+00:00",
+  "generatedAt": "2026-09-29T06:05:35.675306+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6325,6 +6325,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-09-29T05:59:30.560951+00:00",
+  "taskTreeUpdatedAt": "2026-09-29T06:05:35.675306+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 862fa55915..8084e26057 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "e06b2f4f700e19ada3de17a906f1ae99c0b558b44e9fb47a2aa7d8dd36c693e0",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "933cda27b076aad0a64daa5906527ec7238e11a9abdbe6ef24d7c0d662e97bc5",
-    ".modelhub_state/official_capabilities.json": "5e455f1e22b6fca2f1d63d6da46a98bf2833c74b27c8663906e58dee8d964459",
+    ".modelhub_state/market_intelligence.json": "d3ba6fda59c11fa0366347a782070e9771313cdf6801e80f1fc71874eeab5aeb",
+    ".modelhub_state/official_capabilities.json": "43064c4bce38e8a79f8c37e085936d6a51cac88024cb7dd0186aebd5cff2546d",
     ".modelhub_state/outcome_checkpoint.json": "da63084b609d720cc970ef3bb33ff411393b29c517a82388f5f69dddca71fcb1",
     ".modelhub_state/queue_cleanup_latest.json": "efbb274df22875a030d458e3d21bcc20ea98862a900d8859bf81b3f4d2d4a704",
     ".modelhub_state/recent_outcomes.jsonl": "1f6ea975cd2deaf85a0cb3e87122886a82ce660a2c45914eb44108c20cd172e0",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "aeaf5d04089a411da17854ba7850a08bd2b61dd177adb59cbe9275a9a10c3487",
     "outcomes/submissions.jsonl": "3c0a6e2be478d2eeaeb6de95c9eb16352a1c198e72fad9e1a5904ceb83837fc7"
   },
-  "generation": 18277,
+  "generation": 18278,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-09-29T06:01:49.179570+00:00",
+  "updatedAt": "2026-09-29T06:06:51.169750+00:00",
   "writerId": "9d958b95ce4146c9939da0f14b9201ff"
 }