diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index fe7611218e..61d6153cd5 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,121 +443,121 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-11T21:46:35.350201+00:00",
+  "generatedAt": "2026-10-11T21:49:13.764441+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
-      "backlogHours": 1071.5471698113208,
+      "backlogHours": 1045.1042944785277,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b3",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 1.6845778504704048,
-      "queueFactor": 0.9612831901478892,
-      "queueWeight": 0.9612831901478892,
-      "recentSuccess": 52,
-      "recentSuccessRate": 0.3270440251572327,
-      "recentTerminal": 159,
-      "recentWilsonLowerBound": 0.2589528575238018,
+      "qualityFactor": 1.810317047431857,
+      "queueFactor": 0.9631726663615916,
+      "queueWeight": 0.9631726663615916,
+      "recentSuccess": 54,
+      "recentSuccessRate": 0.3312883435582822,
+      "recentTerminal": 163,
+      "recentWilsonLowerBound": 0.26364635374466205,
       "running": 8,
-      "selectionWeight": 1.6193563701526645,
+      "selectionWeight": 1.7436478975347856,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 26.5,
-      "waiting": 28396
+      "throughputPerHour": 27.166666666666668,
+      "waiting": 28392
     },
     "Ascend_910-b4": {
       "available": true,
-      "backlogHours": 1212.1948051948052,
+      "backlogHours": 1166.7375,
       "canVerify": true,
       "error": null,
       "gpu": "Ascend_910-b4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 2.292734928243545,
-      "queueFactor": 0.9436635475764703,
-      "queueWeight": 0.9436635475764703,
+      "qualityFactor": 2.168825272443437,
+      "queueFactor": 0.9473972520131799,
+      "queueWeight": 0.9473972520131799,
       "recentSuccess": 57,
-      "recentSuccessRate": 0.37012987012987014,
-      "recentTerminal": 154,
-      "recentWilsonLowerBound": 0.29789788330527733,
+      "recentSuccessRate": 0.35625,
+      "recentTerminal": 160,
+      "recentWilsonLowerBound": 0.28621336963409916,
       "running": 8,
-      "selectionWeight": 2.1635703760387877,
+      "selectionWeight": 2.0547391032096485,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 25.666666666666668,
+      "throughputPerHour": 26.666666666666668,
       "waiting": 31113
     },
     "Biren_166m": {
       "available": true,
-      "backlogHours": 114.8967971530249,
+      "backlogHours": 115.6989247311828,
       "canVerify": true,
       "error": null,
       "gpu": "Biren_166m",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.08570618794952775,
+      "qualityFactor": 0.0814501867730291,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 27,
-      "recentSuccessRate": 0.09608540925266904,
-      "recentTerminal": 281,
-      "recentWilsonLowerBound": 0.06687684091223194,
+      "recentSuccess": 26,
+      "recentSuccessRate": 0.0931899641577061,
+      "recentTerminal": 279,
+      "recentWilsonLowerBound": 0.06438897569869259,
       "running": 8,
-      "selectionWeight": 0.11141804433438608,
+      "selectionWeight": 0.10588524280493784,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 46.833333333333336,
-      "waiting": 5381
+      "throughputPerHour": 46.5,
+      "waiting": 5380
     },
     "Cambricon_mlu-370-x4": {
       "available": true,
-      "backlogHours": 999.42,
+      "backlogHours": 1019.6938775510205,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x4",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.3912949570187682,
-      "queueFactor": 0.9713837556485786,
-      "queueWeight": 0.9713837556485786,
-      "recentSuccess": 20,
-      "recentSuccessRate": 0.2,
-      "recentTerminal": 100,
-      "recentWilsonLowerBound": 0.1333659225590988,
+      "qualityFactor": 0.3172441934834239,
+      "queueFactor": 0.9667354011720657,
+      "queueWeight": 0.9667354011720657,
+      "recentSuccess": 18,
+      "recentSuccessRate": 0.1836734693877551,
+      "recentTerminal": 98,
+      "recentWilsonLowerBound": 0.11945967624196772,
       "running": 7,
-      "selectionWeight": 0.3800975649152402,
+      "selectionWeight": 0.30669119265670625,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 16.666666666666668,
-      "waiting": 16657
+      "throughputPerHour": 16.333333333333332,
+      "waiting": 16655
     },
     "Cambricon_mlu-370-x8": {
       "available": true,
-      "backlogHours": 329.6363636363636,
+      "backlogHours": 327.4698795180723,
       "canVerify": true,
       "error": null,
       "gpu": "Cambricon_mlu-370-x8",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 7,
-      "qualityFactor": 0.2822585395118036,
-      "queueFactor": 1.1472228136046436,
-      "queueWeight": 1.1472228136046436,
+      "qualityFactor": 0.2876349076069761,
+      "queueFactor": 1.1463108159760733,
+      "queueWeight": 1.1463108159760733,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.16363636363636364,
-      "recentTerminal": 165,
-      "recentWilsonLowerBound": 0.11496465647221277,
+      "recentSuccessRate": 0.16265060240963855,
+      "recentTerminal": 166,
+      "recentWilsonLowerBound": 0.11425612055803622,
       "running": 7,
-      "selectionWeight": 0.32381343586266875,
+      "selectionWeight": 0.3297190056421552,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 27.5,
-      "waiting": 9065
+      "throughputPerHour": 27.666666666666668,
+      "waiting": 9060
     },
     "Iluvatar_bi-100": {
       "available": true,
-      "backlogHours": 56.21287128712871,
+      "backlogHours": 53.46352941176471,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-100",
@@ -566,126 +566,126 @@
       "qualityFactor": 0.05,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 7,
-      "recentSuccessRate": 0.017326732673267328,
-      "recentTerminal": 404,
-      "recentWilsonLowerBound": 0.008417754598435901,
+      "recentSuccess": 6,
+      "recentSuccessRate": 0.01411764705882353,
+      "recentTerminal": 425,
+      "recentWilsonLowerBound": 0.006485791534571774,
       "running": 24,
       "selectionWeight": 0.065,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 67.33333333333333,
-      "waiting": 3785
+      "throughputPerHour": 70.83333333333333,
+      "waiting": 3787
     },
     "Iluvatar_bi-150": {
       "available": true,
-      "backlogHours": 112.6576819407008,
+      "backlogHours": 107.44473007712084,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_bi-150",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 50,
-      "qualityFactor": 0.060830554810200714,
+      "qualityFactor": 0.07242431104215329,
       "queueFactor": 1.3,
       "queueWeight": 1.3,
-      "recentSuccess": 30,
-      "recentSuccessRate": 0.08086253369272237,
-      "recentTerminal": 371,
-      "recentWilsonLowerBound": 0.05722664622645926,
-      "running": 10,
-      "selectionWeight": 0.07907972125326093,
+      "recentSuccess": 33,
+      "recentSuccessRate": 0.08483290488431877,
+      "recentTerminal": 389,
+      "recentWilsonLowerBound": 0.06104163992952321,
+      "running": 6,
+      "selectionWeight": 0.09415160435479927,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 61.833333333333336,
+      "throughputPerHour": 64.83333333333333,
       "waiting": 6966
     },
     "Iluvatar_mrv-100": {
       "available": true,
-      "backlogHours": 2584.8333333333335,
+      "backlogHours": 2658.6857142857143,
       "canVerify": true,
       "error": null,
       "gpu": "Iluvatar_mrv-100",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
-      "qualityFactor": 0.5719520185402561,
-      "queueFactor": 0.8423414269247063,
-      "queueWeight": 0.8423414269247063,
-      "recentSuccess": 10,
-      "recentSuccessRate": 0.2777777777777778,
-      "recentTerminal": 36,
-      "recentWilsonLowerBound": 0.15848170025813796,
+      "qualityFactor": 0.8354053515820046,
+      "queueFactor": 0.8372941249478213,
+      "queueWeight": 0.8372941249478213,
+      "recentSuccess": 11,
+      "recentSuccessRate": 0.3142857142857143,
+      "recentTerminal": 35,
+      "recentWilsonLowerBound": 0.18550658059782457,
       "running": 2,
-      "selectionWeight": 0.4817788794296654,
+      "selectionWeight": 0.6994799928295815,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 6.0,
+      "throughputPerHour": 5.833333333333333,
       "waiting": 15509
     },
     "Kunlunxin_p-800": {
       "available": true,
-      "backlogHours": 383.3868613138686,
+      "backlogHours": 391.7910447761194,
       "canVerify": true,
       "error": null,
       "gpu": "Kunlunxin_p-800",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 8,
-      "qualityFactor": 0.4294535224099778,
-      "queueFactor": 1.1215211243559677,
-      "queueWeight": 1.1215211243559677,
+      "qualityFactor": 0.4664295389285832,
+      "queueFactor": 1.1158862300253773,
+      "queueWeight": 1.1158862300253773,
       "recentSuccess": 27,
-      "recentSuccessRate": 0.19708029197080293,
-      "recentTerminal": 137,
-      "recentWilsonLowerBound": 0.1391278030762148,
+      "recentSuccessRate": 0.20149253731343283,
+      "recentTerminal": 134,
+      "recentWilsonLowerBound": 0.14233403845341944,
       "running": 8,
-      "selectionWeight": 0.4816411973118691,
+      "selectionWeight": 0.5204822997674917,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 22.833333333333332,
-      "waiting": 8754
+      "throughputPerHour": 22.333333333333332,
+      "waiting": 8750
     },
     "MetaX_c-500": {
       "available": true,
-      "backlogHours": 605.6635514018692,
+      "backlogHours": 568.6315789473684,
       "canVerify": true,
       "error": null,
       "gpu": "MetaX_c-500",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
-      "qualityFactor": 0.9110895152955151,
-      "queueFactor": 1.0471727351810496,
-      "queueWeight": 1.0471727351810496,
+      "qualityFactor": 0.8142106204644867,
+      "queueFactor": 1.0552453522593985,
+      "queueWeight": 1.0552453522593985,
       "recentSuccess": 29,
-      "recentSuccessRate": 0.27102803738317754,
-      "recentTerminal": 107,
-      "recentWilsonLowerBound": 0.19583435081989597,
+      "recentSuccessRate": 0.2543859649122807,
+      "recentTerminal": 114,
+      "recentWilsonLowerBound": 0.18335230338938902,
       "running": 4,
-      "selectionWeight": 0.9540680997267812,
+      "selectionWeight": 0.8591919730053906,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 17.833333333333332,
-      "waiting": 10801
+      "throughputPerHour": 19.0,
+      "waiting": 10804
     },
     "Mthreads_s4000": {
       "available": true,
-      "backlogHours": 2062.75,
+      "backlogHours": 2034.3287671232877,
       "canVerify": true,
       "error": null,
       "gpu": "Mthreads_s4000",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 4,
       "qualityFactor": 2.5,
-      "queueFactor": 0.8713367923569569,
-      "queueWeight": 0.8713367923569569,
+      "queueFactor": 0.8715953872013573,
+      "queueWeight": 0.8715953872013573,
       "recentSuccess": 30,
-      "recentSuccessRate": 0.4166666666666667,
-      "recentTerminal": 72,
-      "recentWilsonLowerBound": 0.30985038222496447,
+      "recentSuccessRate": 0.410958904109589,
+      "recentTerminal": 73,
+      "recentWilsonLowerBound": 0.30531095731905994,
       "running": 4,
-      "selectionWeight": 2.1783419808923923,
+      "selectionWeight": 2.1789884680033933,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 12.0,
-      "waiting": 24753
+      "throughputPerHour": 12.166666666666666,
+      "waiting": 24751
     },
     "Sunrise_pt-200-x1": {
       "available": true,
@@ -696,14 +696,14 @@
       "healthFactor": 1.0,
       "maxConcurrentTasks": 2,
       "qualityFactor": 0.05,
-      "queueFactor": 0.9291257831318207,
-      "queueWeight": 0.9291257831318207,
+      "queueFactor": 0.9274693450454587,
+      "queueWeight": 0.9274693450454587,
       "recentSuccess": 5,
       "recentSuccessRate": 0.0641025641025641,
       "recentTerminal": 78,
       "recentWilsonLowerBound": 0.027688907083923672,
       "running": 2,
-      "selectionWeight": 0.04645628915659104,
+      "selectionWeight": 0.04637346725227294,
       "stale": false,
       "submissionEligible": false,
       "throughputPerHour": 13.0,
@@ -711,52 +711,52 @@
     },
     "Vastai_va16": {
       "available": true,
-      "backlogHours": 705.134328358209,
+      "backlogHours": 699.8666666666667,
       "canVerify": true,
       "error": null,
       "gpu": "Vastai_va16",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 16,
-      "qualityFactor": 0.3679207616131027,
-      "queueFactor": 1.0235575432569322,
-      "queueWeight": 1.0235575432569322,
-      "recentSuccess": 25,
-      "recentSuccessRate": 0.1865671641791045,
-      "recentTerminal": 134,
-      "recentWilsonLowerBound": 0.1296838224720284,
+      "qualityFactor": 0.3351310746633093,
+      "queueFactor": 1.0228826160110325,
+      "queueWeight": 1.0228826160110325,
+      "recentSuccess": 24,
+      "recentSuccessRate": 0.17777777777777778,
+      "recentTerminal": 135,
+      "recentWilsonLowerBound": 0.12247545696005419,
       "running": 16,
-      "selectionWeight": 0.3765880708699268,
+      "selectionWeight": 0.3427997503581945,
       "stale": false,
       "submissionEligible": false,
-      "throughputPerHour": 22.333333333333332,
-      "waiting": 15748
+      "throughputPerHour": 22.5,
+      "waiting": 15747
     },
     "hygon_k100-ai": {
       "available": true,
-      "backlogHours": 941.9541984732825,
+      "backlogHours": 927.7443609022556,
       "canVerify": true,
       "error": null,
       "gpu": "hygon_k100-ai",
       "healthFactor": 1.0,
       "maxConcurrentTasks": 6,
-      "qualityFactor": 0.9420128069934306,
-      "queueFactor": 0.980050769552601,
-      "queueWeight": 0.980050769552601,
-      "recentSuccess": 35,
-      "recentSuccessRate": 0.26717557251908397,
-      "recentTerminal": 131,
-      "recentWilsonLowerBound": 0.1988281418105372,
+      "qualityFactor": 1.011889778425403,
+      "queueFactor": 0.9805366828876041,
+      "queueWeight": 0.9805366828876041,
+      "recentSuccess": 36,
+      "recentSuccessRate": 0.2706766917293233,
+      "recentTerminal": 133,
+      "recentWilsonLowerBound": 0.20239223469569156,
       "running": 6,
-      "selectionWeight": 0.9232203764223174,
+      "selectionWeight": 0.9921950467851174,
       "stale": false,
       "submissionEligible": true,
-      "throughputPerHour": 21.833333333333332,
-      "waiting": 20566
+      "throughputPerHour": 22.166666666666668,
+      "waiting": 20565
     }
   },
-  "queueAttemptedAt": "2026-10-11T21:38:51.860236+00:00",
+  "queueAttemptedAt": "2026-10-11T21:49:13.764441+00:00",
   "queueError": null,
-  "queueUpdatedAt": "2026-10-11T21:38:51.860236+00:00",
+  "queueUpdatedAt": "2026-10-11T21:49:13.764441+00:00",
   "supportedGpus": [
     "Cambricon_mlu-370-x4",
     "Vastai_va16",
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 0a8a9160f3..6c2d06bb4a 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-11T21:46:35.350201+00:00",
+  "catalogUpdatedAt": "2026-10-11T21:49:13.764441+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-11T21:46:35.350201+00:00",
+  "generatedAt": "2026-10-11T21:49:13.764441+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6560,6 +6560,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-11T21:46:35.350201+00:00",
+  "taskTreeUpdatedAt": "2026-10-11T21:49:13.764441+00:00",
   "version": 1
 }
diff --git a/manifest.json b/manifest.json
index b9979345a7..37706d7a29 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,8 +4,8 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "7c69739eb112f426b23d49e15f0b203432f77fceb4f2e772b824ed3848f6ed40",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "1b0e7c7856cc08805e44cef2e7ed6da5ed64a2e7c7b5f03ae8cabd0822a26a32",
-    ".modelhub_state/official_capabilities.json": "d29a9eac7707068417c7585db69b3c743ed6295e1e38bc90f10aefe458906875",
+    ".modelhub_state/market_intelligence.json": "2f43383ab201f64322d823f135ae0dc748ac9bac9883ca45c75dea1cd8a599bb",
+    ".modelhub_state/official_capabilities.json": "f27500452a33ad9fb385842b0776fa27ebdcb2ae16ba54a01a79f7586d4cf0a0",
     ".modelhub_state/outcome_checkpoint.json": "44d67d39f333e9af27dd521bbea253de64038578f46def2554fec687ad076ee5",
     ".modelhub_state/queue_cleanup_latest.json": "c3df745c14bb3475608fea4568116a746d3e784f3375160521615f63e0835787",
     ".modelhub_state/recent_outcomes.jsonl": "80da7e34893c7f23d6e780c3c8969ebd88930069ae3a5e8b4e10bd4228996516",
@@ -17,9 +17,9 @@
     "ledger/submissions.jsonl": "0d8240de6bedb0f95a282ca72bc77258708c25ed06a125809867a51448d47b1d",
     "outcomes/submissions.jsonl": "d941a7420edad018d70678897aa2784f01018306b85469aa6f801db95b708f8e"
   },
-  "generation": 23705,
+  "generation": 23706,
   "phase": "cycle",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-11T21:46:52.209108+00:00",
+  "updatedAt": "2026-10-11T21:49:28.500035+00:00",
   "writerId": "bb7b8681024c432e99e7df31eccaf8ba"
 }