diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 302d84220b..b1e8e12c05 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T03:55:48.637968+00:00",
+  "generatedAt": "2026-10-25T03:57:25.147796+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 1a9e9a57f9..ab0ec01cce 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T03:55:48.761887+00:00",
+  "generatedAt": "2026-10-25T03:57:25.258438+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 86e6bb00ff..9e67d64c76 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T03:55:48.761887+00:00",
+  "catalogUpdatedAt": "2026-10-25T03:57:25.258438+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T03:55:48.761887+00:00",
+  "generatedAt": "2026-10-25T03:57:25.258438+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6661,6 +6661,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T03:55:48.761887+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T03:57:25.258438+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 0500319c9d..54f80d7c76 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3810,6 +3810,18 @@
 {"batchId": "a3600559e38849dab8a537b39bd6c6b7", "completedAt": "2026-10-25T02:52:53.138378+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-25T02:52:50.883782+00:00", "framework": "vllm_tokenizer_patch", "intentId": "25dc79da915e45ffa87ae1c4aa1d37d2", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "reason": null, "reconciledAt": "2026-10-25T03:55:53.740300+00:00", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5771333", "taskType": "text-generation"}
 {"batchId": "3847981ede0c44208ee957b63c7529ab", "completedAt": "2026-10-25T03:12:44.632876+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:12:42.283230+00:00", "framework": "vllm_fix_tokenizer", "intentId": "cefc269bf0bf4509a434e70429166d48", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T03:55:53.741307+00:00", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5771609", "taskType": "text-generation"}
 {"batchId": "c2f0892325ba48a0911df4438b19ac90", "completedAt": "2026-10-25T03:50:03.824728+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:49:58.711717+00:00", "framework": "vllm_tokenizer_patch", "intentId": "598d845f0b0e48c4b68b25e922a1ee0f", "lastModified": "2026-10-21T17:02:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T03:55:53.739582+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5772051", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.809975+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0714f39a5c0a4fc6b6a626a2c8aaf6e1", "lastModified": "2026-10-21T17:08:03+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-8bit", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810069+00:00", "framework": "vllm_tokenizer_patch", "intentId": "07a6ea1409f14cc9bc10446cea9882d8", "lastModified": "2026-10-21T17:19:37+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-8bit", "repoId": "cyankiwi/KAT-Dev-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810123+00:00", "framework": "vllm_tokenizer_patch", "intentId": "07f02ecf532b485ab0d3821ca6cf4b4c", "lastModified": "2026-10-21T17:00:21+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2-8B-A1B-AWQ-4bit", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810163+00:00", "framework": "vllm_fix_tokenizer", "intentId": "fc60c683cee64a2eab2f241788fbe118", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/GLM-4.7-Flash-AWQ-4bit", "repoId": "cyankiwi/GLM-4.7-Flash-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810227+00:00", "framework": "vllm_fix_tokenizer", "intentId": "66583518252440cc834bf717b2200550", "lastModified": "2026-10-21T16:41:42+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-30B-A3B-Instruct-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-30B-A3B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810272+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c7d8a346ffc344ae8e83f309ce20670f", "lastModified": "2026-10-24T00:34:29+00:00", "modelAddress": "https://modelscope.cn/models/ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "repoId": "ychy7001/Qwen3.6-35B-A3B-W4A8-SSZ-MTP-310P", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810316+00:00", "framework": "vllm_fix_tokenizer", "intentId": "9a3a28ff3bcc48709e65b88bc256bc4a", "lastModified": "2026-10-21T17:13:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-4bit", "repoId": "cyankiwi/OmniCoder-9B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810359+00:00", "framework": "vllm_fix_tokenizer", "intentId": "5c091ffac75940c2ae023705fa3c834c", "lastModified": "2026-10-24T12:36:06+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX", "repoId": "ukisai/Swift-1.5-4bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810402+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6b445a6faa2b4e348dbc40fdfd949230", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810445+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f52b36cf41314601b90667a376d71bc6", "lastModified": "2026-10-21T17:16:44+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-4bit", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810489+00:00", "framework": "vllm_fix_tokenizer", "intentId": "15dbbd670eda410ca4dac9c9b825ddc6", "lastModified": "2026-10-21T17:21:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "d628bdb4843b4c7a9a06b7b36d3dbb5e", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:57:26.810533+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6a25bec371294cf9a2f1632d58b9407e", "lastModified": "2026-10-21T17:03:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
 {"batchId": "6cdc4e5f766b422fa2e497ff1b6edd90", "completedAt": "2026-10-25T03:55:51.879165+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:55:49.449002+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b81051e85851415c985dad3d71d19f3e", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "6cdc4e5f766b422fa2e497ff1b6edd90", "completedAt": "2026-10-25T03:55:51.879162+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:55:49.448958+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a3da89293501453a8cc9e7c745537a51", "repoId": "cyankiwi/OmniCoder-9B-AWQ-BF16-INT8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "6cdc4e5f766b422fa2e497ff1b6edd90", "completedAt": "2026-10-25T03:55:51.879159+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T03:55:49.448914+00:00", "framework": "vllm_fix_tokenizer", "intentId": "16e5fb88bdcf403a925a5a641d1087b5", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 1a86d675a2..a45afb90ce 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "e504c3ea7687cb25a45dba4cb50ffa191ddcc0e3d26c715f9d946b16e42369fc",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "0ab3cf917bbab62af6ddda0bfe460913244fea7ab18ac24995affc9cc8338065",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "e80e48c8d2d7ca90e6d3fbbbc2289b09024eebe0f547d2892dc02c85e7cc333d",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "6d2941db5a451c0cadde10c6d189731cf813820606045da4aa77c30923b989b0",
-    ".modelhub_state/official_capabilities.json": "5cf53b8090e1ccf1dbd8f1fe4c114d1a3b946890e08022c8b0a2588f472f7eb4",
+    ".modelhub_state/market_intelligence.json": "3e0d979617acdced5d8170de0b205704cf7b1f8fcbc158fa7b5a551668da137a",
+    ".modelhub_state/official_capabilities.json": "b52c449067da0a7fb928f8ba08ea510c1f0370ab53ad116648faa719f15f97cb",
     ".modelhub_state/outcome_checkpoint.json": "e6086aa544a83f55e0126ad493e3ee2e952b27113bfe97261e3a3d61a68b8fac",
     ".modelhub_state/queue_cleanup_latest.json": "e6f658723575ff63937af078f91e51b68d1e468b619379fefa1155fe4bb45048",
     ".modelhub_state/recent_outcomes.jsonl": "830c2ff111f59760a2ea62ad4bafc21041089715791d16819acba29dc71281a1",
     ".modelhub_state/recovery_active_tasks.jsonl": "b72adf835dbae26c32d5a7d34527292d5714ed3db70584183c8044a97c72085a",
-    ".modelhub_state/recovery_intents.jsonl": "534b152f0680f47687a7360a5e38d8c986af55ca716f84046355cdb818cafd8e",
+    ".modelhub_state/recovery_intents.jsonl": "5693424d65217e8097612760496468ff876700689b9e3902a3d3c7226dc8050a",
     ".modelhub_state/routing_intelligence.json": "66c13869562fe0d04f1532c233678b36b58c6187018f8e36bcf035f2525539e1",
     ".modelhub_state/submission_exclusions.jsonl": "ec0164a066e590a129ed69be5c4279284ccf1a85230e402be88754b03203581d",
     ".modelhub_state/worker_crashes.jsonl": "e436652d39bca5bcba31822ff9fb949a9d7ff0b7f509c170e258a53d7e01ce9a",
     "ledger/submissions.jsonl": "148582f3d9ece7ca297d1037d42dae3b40edc3022aab65f6d64f59af8b7672c2",
     "outcomes/submissions.jsonl": "932e2cea7a186ad716aafcfd38d02882dc72e83a8fc97ccdb73fe68c775578bf"
   },
-  "generation": 35383,
-  "phase": "cycle",
+  "generation": 35384,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T03:55:53.948706+00:00",
+  "updatedAt": "2026-10-25T03:57:26.992182+00:00",
   "writerId": "5c9906c400e2442789cb0c734d70dc03"
 }