diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 7da2835a22..0b1d5551a2 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-24T18:29:15.836899+00:00",
+  "generatedAt": "2026-10-24T18:30:53.350996+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 8900bb0c7b..670e3c1b42 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-24T18:29:15.953154+00:00",
+  "generatedAt": "2026-10-24T18:30:53.470575+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 07a92d1c5a..5580398357 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-24T18:29:15.953154+00:00",
+  "catalogUpdatedAt": "2026-10-24T18:30:53.470575+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-24T18:29:15.953154+00:00",
+  "generatedAt": "2026-10-24T18:30:53.470575+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6311,6 +6311,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-24T18:29:15.953154+00:00",
+  "taskTreeUpdatedAt": "2026-10-24T18:30:53.470575+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index e5d312cb70..b070159b42 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3782,6 +3782,18 @@
 {"batchId": "867dc49e7d1649c2b43b051e02bb1c67", "completedAt": "2026-10-24T16:46:26.001248+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-24T16:46:23.572999+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d0dca5be96b0483ebe24e1c202615419", "lastModified": "2026-10-24T13:55:27+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "reason": null, "reconciledAt": "2026-10-24T18:29:21.948217+00:00", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5763860", "taskType": "text-generation"}
 {"batchId": "02558387be9f43c9baf0fbe07ee4a561", "completedAt": "2026-10-24T17:28:53.483195+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:28:39.397424+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3a371ff01b954b5898cf60469856b41a", "lastModified": "2026-10-21T14:17:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-24T18:29:21.946495+00:00", "repoId": "cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5764371", "taskType": "text-generation"}
 {"batchId": "eb18582ad6234ec4a148bb570272e852", "completedAt": "2026-10-24T17:55:09.689347+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T17:55:06.635090+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a8cd9df84669426db58b37f1dd7cbe77", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "reason": null, "reconciledAt": "2026-10-24T18:29:21.946492+00:00", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5764732", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.438766+00:00", "framework": "vllm_tokenizer_patch", "intentId": "57e02b8a636e431dbbcc1dccfb3b559d", "lastModified": "2026-10-24T13:55:27+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.438863+00:00", "framework": "vllm_tokenizer_patch", "intentId": "eb140c88ee9147f8bd3c9bb038d9934b", "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": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.438906+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f3d45d33f99840f593444ea55e38fad7", "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": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.438945+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c3673e95b80941adb6714d8252bc7bcd", "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": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.438984+00:00", "framework": "vllm_fix_tokenizer", "intentId": "81f309e29071426b8887a00f2e8cac80", "lastModified": "2026-10-21T19:51:23+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-3-Super-120B-A12B-AWQ-4bit", "repoId": "cyankiwi/NVIDIA-Nemotron-3-Super-120B-A12B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.439032+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a38b4a3a2966449b91859aeeee847b3e", "lastModified": "2026-10-21T17:12:30+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniMax-M2.5-REAP-139B-A10B-AWQ-4bit", "repoId": "cyankiwi/MiniMax-M2.5-REAP-139B-A10B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.439076+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d4d6a7d4db9c409daf2fdd71f22b810d", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.439120+00:00", "framework": "vllm_fix_tokenizer", "intentId": "e363fd0df3f74520b2b03d41672c240f", "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": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.439163+00:00", "framework": "vllm_fix_tokenizer", "intentId": "41c06162bf654bef8ee4728f08b57558", "lastModified": "2026-10-22T14:13:07+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5", "repoId": "InternScience/Sage-A1.5", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.439217+00:00", "framework": "vllm_fix_tokenizer", "intentId": "96766d09f3c74c7ab400ce0df6f6e498", "lastModified": "2026-10-21T16:19:52+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.439260+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c486bda75abf4db3a227e8aa37853b94", "lastModified": "2026-10-21T17:18:20+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
+{"batchId": "51f87b2ba905494488d4ce9eccd329ce", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:30:59.439305+00:00", "framework": "vllm_fix_tokenizer", "intentId": "66596b7cfb9649deb29275d53210d0f2", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Kunlunxin_p-800", "taskType": "text-generation"}
 {"batchId": "5bca1f9cf33b433eaf781ea64e5534f5", "completedAt": "2026-10-24T18:29:19.791842+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:29:16.753201+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b50df9c9708d4b718fce4959dbc037b1", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "5bca1f9cf33b433eaf781ea64e5534f5", "completedAt": "2026-10-24T18:29:19.791839+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:29:16.753119+00:00", "framework": "vllm_fix_tokenizer", "intentId": "428ca1ee5d0f4c4eb96d446d40c4ccbd", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
 {"batchId": "5bca1f9cf33b433eaf781ea64e5534f5", "completedAt": "2026-10-24T18:29:19.791837+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-24T18:29:16.753076+00:00", "framework": "vllm_fix_tokenizer", "intentId": "5877cc6ef1bd45f8b065b8f07162bfaa", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Kunlunxin_p-800", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 6a159980c6..80676eb27d 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "0f41b4e03cda8c75bb68a4e0ac3e3f33b42160d0d291ae6d25e95c21f678c9c9",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "c2719b873e2613298676adc68c118b5870ebf6bdb1d689682aa68a94c5acc868",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "41a2427818bd848b885534593f38b7f0bd8625fd313e340bdc69847e0d5e4c2b",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "8b820b52f846f3844a396253e46c9ef4972a285bd637db555c27174262fcb63d",
-    ".modelhub_state/official_capabilities.json": "957a33beec0edd2769adc219b5b39ec4fa6ffa50e49d5a06768b3192f23c14f7",
+    ".modelhub_state/market_intelligence.json": "c8e183e8ff44232116f373502f973d97cff0058e5ee3e8be20da964bc73aad51",
+    ".modelhub_state/official_capabilities.json": "6a6672ccbcd154b66226ccaacec0d4764ff7ed65421b7d57e021762362e8e693",
     ".modelhub_state/outcome_checkpoint.json": "9f9e7edb85dbefa47dbaa8ef5800e53157ada5d2dfcef400071670a582cf12d6",
     ".modelhub_state/queue_cleanup_latest.json": "53c93ea949f7776e578b996ca385c5362ea91ec45f2a4f2e1a137ffe9b13d412",
     ".modelhub_state/recent_outcomes.jsonl": "549fb1b27ad2de7c7c24bfbeeb143519e5ba97a303f0f10705c6774f09c71574",
     ".modelhub_state/recovery_active_tasks.jsonl": "76fc66aa9482de174a5764efe0e719e6d215d5224ac8ab6315c0649d6c9d3760",
-    ".modelhub_state/recovery_intents.jsonl": "6db323c5e9f718b60491be74f7ad770727fde5a6e925ef8e0a6e8deb76fbdd90",
+    ".modelhub_state/recovery_intents.jsonl": "79f7d571596278ef2d00fc2cbb4868504dee6d0e450f4e141e2a4762d2b629ec",
     ".modelhub_state/routing_intelligence.json": "4d27f76f5dd7f93a9f4b7f04710c8ea059c8ac978f0ede03780298ef6dae7a8b",
     ".modelhub_state/submission_exclusions.jsonl": "c61db935b6543f4febaad85dbfdab7a28ed4d00db3c7afce87cddae45d634ede",
     ".modelhub_state/worker_crashes.jsonl": "0202e6c82e987d7caeccc86b1ad515e3e6e72f5e974af0d95b2d6acc326133b6",
     "ledger/submissions.jsonl": "0ff95dbccfbcf26583fc28a45b5d79c7646fda1c7041234acb11ece16603cbb1",
     "outcomes/submissions.jsonl": "ff2384dce7666ab806281b1ebf77576df0da0c80636718d820ac1e2784180eb2"
   },
-  "generation": 34406,
-  "phase": "cycle",
+  "generation": 34407,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-24T18:29:22.157764+00:00",
+  "updatedAt": "2026-10-24T18:30:59.608006+00:00",
   "writerId": "f3962e442a544d0aab4bb98889be6b76"
 }