diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 31a673ddd9..ef9acde6ba 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,6 +1,6 @@
 {
-  "communityAttemptedAt": "2026-10-09T15:37:17.959462+00:00",
-  "communityError": "ModelHubAPIError: Network request failed for https://modelhub.org.cn/api/adapt/task/page?current=1&pageSize=200&onlyMine=false&beginTime=2026-09-09+15%3A37%3A17&endTime=2026-10-09+15%3A37%3A17",
+  "communityAttemptedAt": "2026-10-09T15:53:08.723311+00:00",
+  "communityError": "ModelHubAPIError: Network request failed for https://modelhub.org.cn/api/adapt/task/page?current=1&pageSize=200&onlyMine=false&beginTime=2026-09-09+15%3A53%3A08&endTime=2026-10-09+15%3A53%3A08",
   "communitySample": {},
   "communityUpdatedAt": "2026-10-09T15:20:47.687673+00:00",
   "frameworkAttemptedAt": "2026-10-09T13:00:34.262270+00:00",
@@ -443,320 +443,320 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-09T15:37:17.959462+00:00",
+  "generatedAt": "2026-10-09T15:53:08.723311+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 447.4032258064516,
+      "backlogHours": 442.59574468085106,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.4060751253322053,
-      "queueFactor": 0.9545358586631054,
-      "queueWeight": 0.9545358586631054,
+      "qualityFactor": 0.3734671150774744,
+      "queueFactor": 0.9655495455489909,
+      "queueWeight": 0.9655495455489909,
       "recentSuccess": 40,
-      "recentSuccessRate": 0.10752688172043011,
-      "recentTerminal": 372,
-      "recentWilsonLowerBound": 0.07996347105416292,
+      "recentSuccessRate": 0.10638297872340426,
+      "recentTerminal": 376,
+      "recentWilsonLowerBound": 0.07910190780453356,
       "running": 8,
-      "selectionWeight": 0.38761326844070476,
+      "selectionWeight": 0.36060100324054806,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 62.0,
-      "waiting": 27739
+      "throughputPerHour": 62.666666666666664,
+      "waiting": 27736
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 483.8832891246684,
+      "backlogHours": 473.67272727272723,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.0982271041978788,
-      "queueFactor": 0.9433786016378637,
-      "queueWeight": 0.9433786016378637,
-      "recentSuccess": 60,
-      "recentSuccessRate": 0.15915119363395225,
-      "recentTerminal": 377,
-      "recentWilsonLowerBound": 0.12568812884722314,
+      "qualityFactor": 0.9066614602464218,
+      "queueFactor": 0.955771094342584,
+      "queueWeight": 0.955771094342584,
+      "recentSuccess": 58,
+      "recentSuccessRate": 0.15064935064935064,
+      "recentTerminal": 385,
+      "recentWilsonLowerBound": 0.11837897880972906,
       "running": 8,
-      "selectionWeight": 1.0360439498389953,
+      "selectionWeight": 0.8665608160579678,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 62.833333333333336,
-      "waiting": 30404
+      "throughputPerHour": 64.16666666666667,
+      "waiting": 30394
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 326.9268292682927,
+      "backlogHours": 361.1351351351351,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.28069707104191705,
-      "queueFactor": 1.0005286527222281,
-      "queueWeight": 1.0005286527222281,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.12195121951219512,
-      "recentTerminal": 82,
-      "recentWilsonLowerBound": 0.06760780907257918,
+      "qualityFactor": 0.24511958650143842,
+      "queueFactor": 0.9954631486670038,
+      "queueWeight": 0.9954631486670038,
+      "recentSuccess": 9,
+      "recentSuccessRate": 0.12162162162162163,
+      "recentTerminal": 74,
+      "recentWilsonLowerBound": 0.0653224180677459,
       "running": 8,
-      "selectionWeight": 0.28084546231264484,
+      "selectionWeight": 0.2440075153786759,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 13.666666666666666,
-      "waiting": 4468
+      "throughputPerHour": 12.333333333333334,
+      "waiting": 4454
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 134.8,
+      "backlogHours": 136.27510316368637,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1427300047423603,
-      "queueWeight": 1.1427300047423603,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.034013605442176874,
-      "recentTerminal": 735,
-      "recentWilsonLowerBound": 0.023143325925841143,
+      "queueFactor": 1.152161001209862,
+      "queueWeight": 1.152161001209862,
+      "recentSuccess": 22,
+      "recentSuccessRate": 0.030261348005502064,
+      "recentTerminal": 727,
+      "recentWilsonLowerBound": 0.020067585921447795,
       "running": 7,
-      "selectionWeight": 0.05713650023711802,
+      "selectionWeight": 0.057608050060493105,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 122.5,
-      "waiting": 16513
+      "throughputPerHour": 121.16666666666667,
+      "waiting": 16512
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 140.44675324675325,
+      "backlogHours": 140.8125,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.05,
-      "queueFactor": 1.1357176079931994,
-      "queueWeight": 1.1357176079931994,
-      "recentSuccess": 18,
-      "recentSuccessRate": 0.046753246753246755,
-      "recentTerminal": 385,
-      "recentWilsonLowerBound": 0.029775153725333472,
+      "qualityFactor": 0.05814670783056957,
+      "queueFactor": 1.14651427797485,
+      "queueWeight": 1.14651427797485,
+      "recentSuccess": 20,
+      "recentSuccessRate": 0.052083333333333336,
+      "recentTerminal": 384,
+      "recentWilsonLowerBound": 0.0339655158159209,
       "running": 7,
-      "selectionWeight": 0.056785880399659976,
+      "selectionWeight": 0.06666603074498004,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 64.16666666666667,
+      "throughputPerHour": 64.0,
       "waiting": 9012
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 128.94267515923568,
+      "backlogHours": 136.25675675675674,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 24,
       "qualityFactor": 0.05,
-      "queueFactor": 1.1503701743397747,
-      "queueWeight": 1.1503701743397747,
+      "queueFactor": 1.1521842699330815,
+      "queueWeight": 1.1521842699330815,
       "recentSuccess": 6,
-      "recentSuccessRate": 0.03821656050955414,
-      "recentTerminal": 157,
-      "recentWilsonLowerBound": 0.017630417153658047,
+      "recentSuccessRate": 0.04054054054054054,
+      "recentTerminal": 148,
+      "recentWilsonLowerBound": 0.01871011814260458,
       "running": 24,
-      "selectionWeight": 0.05751850871698874,
+      "selectionWeight": 0.05760921349665408,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 26.166666666666668,
-      "waiting": 3374
+      "throughputPerHour": 24.666666666666668,
+      "waiting": 3361
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 189.63302752293578,
+      "backlogHours": 217.61904761904762,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 1.3432693674469243,
-      "queueFactor": 1.085700450060602,
-      "queueWeight": 1.085700450060602,
-      "recentSuccess": 40,
-      "recentSuccessRate": 0.1834862385321101,
-      "recentTerminal": 218,
-      "recentWilsonLowerBound": 0.13773800392440438,
-      "running": 7,
-      "selectionWeight": 1.4583881567897459,
+      "qualityFactor": 2.5,
+      "queueFactor": 1.074041625274849,
+      "queueWeight": 1.074041625274849,
+      "recentSuccess": 46,
+      "recentSuccessRate": 0.24338624338624337,
+      "recentTerminal": 189,
+      "recentWilsonLowerBound": 0.18771523545887708,
+      "running": 12,
+      "selectionWeight": 2.6851040631871226,
       "stale": false,
-      "submissionEligible": false,
-      "throughputPerHour": 36.333333333333336,
-      "waiting": 6890
+      "submissionEligible": true,
+      "throughputPerHour": 31.5,
+      "waiting": 6855
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 845.2363636363636,
+      "backlogHours": 845.0181818181819,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.07590312577258324,
-      "queueFactor": 0.8676616227049335,
-      "queueWeight": 0.8676616227049335,
+      "qualityFactor": 0.0714917513204618,
+      "queueFactor": 0.8762857329087292,
+      "queueWeight": 0.8762857329087292,
       "recentSuccess": 8,
       "recentSuccessRate": 0.07272727272727272,
       "recentTerminal": 110,
       "recentWilsonLowerBound": 0.03730997379864304,
       "running": 2,
-      "selectionWeight": 0.06585822927621623,
+      "selectionWeight": 0.06264720170277949,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 18.333333333333332,
-      "waiting": 15496
+      "waiting": 15492
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 159.5855855855856,
+      "backlogHours": 162.920245398773,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.12298538878612048,
-      "queueFactor": 1.1141612900155962,
-      "queueWeight": 1.1141612900155962,
-      "recentSuccess": 23,
-      "recentSuccessRate": 0.06906906906906907,
-      "recentTerminal": 333,
-      "recentWilsonLowerBound": 0.04646167678045408,
-      "running": 9,
-      "selectionWeight": 0.13702555942301362,
+      "qualityFactor": 0.10788994399051535,
+      "queueFactor": 1.121706897888015,
+      "queueWeight": 1.121706897888015,
+      "recentSuccess": 22,
+      "recentSuccessRate": 0.06748466257668712,
+      "recentTerminal": 326,
+      "recentWilsonLowerBound": 0.04498457220606769,
+      "running": 8,
+      "selectionWeight": 0.12102089438691266,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 55.5,
-      "waiting": 8857
+      "throughputPerHour": 54.333333333333336,
+      "waiting": 8852
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 329.234693877551,
+      "backlogHours": 339.56842105263155,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.5549059563987667,
-      "queueFactor": 0.9994734812622991,
-      "queueWeight": 0.9994734812622991,
+      "qualityFactor": 0.5603816429969466,
+      "queueFactor": 1.0047003524434572,
+      "queueWeight": 1.0047003524434572,
       "recentSuccess": 26,
-      "recentSuccessRate": 0.1326530612244898,
-      "recentTerminal": 196,
-      "recentWilsonLowerBound": 0.09215818441493062,
+      "recentSuccessRate": 0.1368421052631579,
+      "recentTerminal": 190,
+      "recentWilsonLowerBound": 0.09512445914682452,
       "running": 4,
-      "selectionWeight": 0.5546137880150609,
+      "selectionWeight": 0.5630156342218758,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 32.666666666666664,
-      "waiting": 10755
+      "throughputPerHour": 31.666666666666668,
+      "waiting": 10753
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 891.1973684210527,
+      "backlogHours": 903.36,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 1.8414825889783546,
-      "queueFactor": 0.8607975660778359,
-      "queueWeight": 0.8607975660778359,
-      "recentSuccess": 33,
-      "recentSuccessRate": 0.21710526315789475,
-      "recentTerminal": 152,
-      "recentWilsonLowerBound": 0.15897489998370834,
+      "qualityFactor": 1.517099783997358,
+      "queueFactor": 0.8675540078076044,
+      "queueWeight": 0.8675540078076044,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.20666666666666667,
+      "recentTerminal": 150,
+      "recentWilsonLowerBound": 0.14958803521394032,
       "running": 4,
-      "selectionWeight": 1.5851437305672795,
+      "selectionWeight": 1.3161659978509588,
       "stale": false,
-      "submissionEligible": true,
-      "throughputPerHour": 25.333333333333332,
-      "waiting": 22577
+      "submissionEligible": false,
+      "throughputPerHour": 25.0,
+      "waiting": 22584
     },
     "Sunrise_pt-200-x1": {
       "available": true,
-      "backlogHours": 1182.8181818181818,
+      "backlogHours": 1254.289156626506,
       "canVerify": true,
       "error": null,
       "gpu": "Sunrise_pt-200-x1",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.8250103860309903,
-      "queueWeight": 0.8250103860309903,
+      "queueFactor": 0.8258781926957346,
+      "queueWeight": 0.8258781926957346,
       "recentSuccess": 3,
-      "recentSuccessRate": 0.03409090909090909,
-      "recentTerminal": 88,
-      "recentWilsonLowerBound": 0.011660785880160495,
+      "recentSuccessRate": 0.03614457831325301,
+      "recentTerminal": 83,
+      "recentWilsonLowerBound": 0.012367579124893054,
       "running": 2,
-      "selectionWeight": 0.04125051930154952,
+      "selectionWeight": 0.041293909634786734,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 14.666666666666666,
-      "waiting": 17348
+      "throughputPerHour": 13.833333333333334,
+      "waiting": 17351
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 81.33448573898012,
+      "backlogHours": 81.17342536669543,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
       "qualityFactor": 0.05,
-      "queueFactor": 1.2326957705706745,
-      "queueWeight": 1.2326957705706745,
+      "queueFactor": 1.2452701216085924,
+      "queueWeight": 1.2452701216085924,
       "recentSuccess": 37,
-      "recentSuccessRate": 0.03197925669835782,
-      "recentTerminal": 1157,
-      "recentWilsonLowerBound": 0.02328874191391454,
-      "running": 17,
-      "selectionWeight": 0.06163478852853373,
+      "recentSuccessRate": 0.03192407247627265,
+      "recentTerminal": 1159,
+      "recentWilsonLowerBound": 0.023248403287061854,
+      "running": 16,
+      "selectionWeight": 0.062263506080429624,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 192.83333333333334,
-      "waiting": 15684
+      "throughputPerHour": 193.16666666666666,
+      "waiting": 15680
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 987.1764705882354,
+      "backlogHours": 962.7540983606558,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 2.5,
-      "queueFactor": 0.8476916306731467,
-      "queueWeight": 0.8476916306731467,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.25210084033613445,
-      "recentTerminal": 119,
-      "recentWilsonLowerBound": 0.18267522357575813,
+      "qualityFactor": 2.426043410743164,
+      "queueFactor": 0.8593069858966811,
+      "queueWeight": 0.8593069858966811,
+      "recentSuccess": 31,
+      "recentSuccessRate": 0.2540983606557377,
+      "recentTerminal": 122,
+      "recentWilsonLowerBound": 0.18517041283138747,
       "running": 6,
-      "selectionWeight": 2.1192290766828665,
+      "selectionWeight": 2.084716050940212,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 19.833333333333332,
-      "waiting": 19579
+      "throughputPerHour": 20.333333333333332,
+      "waiting": 19576
     }
   },
-  "queueAttemptedAt": "2026-10-09T15:32:07.364671+00:00",
+  "queueAttemptedAt": "2026-10-09T15:53:08.723311+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-09T15:32:07.364671+00:00",
+  "queueUpdatedAt": "2026-10-09T15:53:08.723311+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Kunlunxin_p-800",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 57e04fc135..2b018c2993 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-09T15:37:17.959462+00:00",
+  "catalogUpdatedAt": "2026-10-09T15:53:08.723311+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-09T15:37:17.959462+00:00",
+  "generatedAt": "2026-10-09T15:53:08.723311+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6950,6 +6950,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-09T15:37:17.959462+00:00",
+  "taskTreeUpdatedAt": "2026-10-09T15:53:08.723311+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index 741bf925a7..a03524473f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "7854d1ab125c3a896246612b7190a1b912f2263bbb702b6f819cf2e086e15488",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "91a84156820f59fa0d2f67caa95ee8c5080f629c179067693ca7923e426cddee",
-    ".modelhub_state/official_capabilities.json": "2739fdb0c1a5fc4f6d7c367eedfdf528e456917a702fa2225119cae7c9271bf0",
+    ".modelhub_state/market_intelligence.json": "9b85f8cec2584583bbc2177c330bcd7d8852b8f7f80bbc0ec77e033e949b3042",
+    ".modelhub_state/official_capabilities.json": "ea0cd7a904d3ba180bef8371085457695ac73509fde7aad827f67f4ae7a3ee1f",
     ".modelhub_state/outcome_checkpoint.json": "6549c72dd8d204aeb9cb51a20f281a1489bab8506b312a2af6a84774d3bab41b",
     ".modelhub_state/queue_cleanup_latest.json": "bbbd152f28624d4f0874ec83f240ba0bb648b2486ad6df0d33e332c278a5bfb1",
     ".modelhub_state/recent_outcomes.jsonl": "2b3904ff7ad85e460b57c6c14f20706932c45c6ab91635bbb5c3901d2fa25957",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "5ba64cd8523a3c74c6ef9c54da158d043e9822f59e13658a8a4f283aae1e7aff",
     "outcomes/submissions.jsonl": "867d51a71c41ffc37bb1689f5937a36f457607d7b0ab4d84a867aa9b63f468f3"
   },
-  "generation": 22639,
+  "generation": 22640,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-09T15:46:46.846191+00:00",
+  "updatedAt": "2026-10-09T15:59:09.331573+00:00",
   "writerId": "dc0ce4714e0442da8f6b0a08a8a7cb03"
 }