diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 3ed7253905..1524e12294 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -487,7 +487,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-22T23:07:32.462568+00:00",
+  "generatedAt": "2026-10-22T23:09:12.658203+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 42b35661b9..511c270dfd 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-22T23:04:12.657151+00:00",
+  "communityAttemptedAt": "2026-10-22T23:09:12.763774+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-22T23:07:32.565165+00:00",
+  "generatedAt": "2026-10-22T23:09:12.763774+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 4157568662..437fae84e3 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T23:07:32.565165+00:00",
+  "catalogUpdatedAt": "2026-10-22T23:09:12.763774+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-22T23:07:32.565165+00:00",
+  "generatedAt": "2026-10-22T23:09:12.763774+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6226,6 +6226,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-22T23:07:32.565165+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T23:09:12.763774+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 47e8984d31..303323d7ed 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3727,6 +3727,18 @@
 {"batchId": "d951efdc91554b1eb41d1bbf3ae1e0d7", "completedAt": "2026-10-22T20:21:06.258245+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:21:03.557699+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a36c6ca0622d46fc8f09c65b58529360", "lastModified": "2026-10-22T13:57:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "reason": null, "reconciledAt": "2026-10-22T23:07:40.779139+00:00", "repoId": "cyankiwi/LFM2.5-8B-A1B-AWQ-INT4", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5724977", "taskType": "text-generation"}
 {"batchId": "4da72fb9df654621af214d2580119d18", "completedAt": "2026-10-22T20:25:26.110649+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T20:25:23.630397+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5bcde5a40eb543eeb24ce85c99821717", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-22T23:07:40.777821+00:00", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5725025", "taskType": "text-generation"}
 {"batchId": "e72c464f837541da9c1da8886bf58419", "completedAt": "2026-10-22T22:44:16.149243+00:00", "configFingerprint": "1d8ba6e2bf36aa47c80ff7bd95383cf1571f55e0a76760eb56b3f847863afa7f", "configSource": "modelhub_live", "createdAt": "2026-10-22T22:44:13.585401+00:00", "framework": "llamacpp", "intentId": "3669a4afc92a4768b586a1925807bb3c", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "reason": null, "reconciledAt": "2026-10-22T23:07:40.777806+00:00", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "hygon_k100-ai", "taskId": "5726692", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.332881+00:00", "framework": "llamacpp", "intentId": "54f73667fbdc422aa48ec68f4c7b39a8", "lastModified": "2026-10-21T18:16:46+00:00", "modelAddress": "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "91915287b76ea7e05cad914ff86bc370079e1da493390c06596dc5d6300af314", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333049+00:00", "framework": "llamacpp", "intentId": "47426e98e2f048a0b6c7c4e0b201fab9", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Mthreads_s4000", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333149+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a380f46346da422d93e3a53299d09072", "lastModified": "2026-10-21T16:58:14+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/KAT-Dev-AWQ-4bit", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333216+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4fd35d5758824e2ca9e02768d2ca210d", "lastModified": "2026-10-21T16:41:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333267+00:00", "framework": "vllm_tokenizer_patch", "intentId": "eac99a9c1984493ca32c89cb4213838c", "lastModified": "2026-10-21T16:33:24+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333309+00:00", "framework": "vllm_tokenizer_patch", "intentId": "221f2247477d4debb52cf29ba28cb9d6", "lastModified": "2026-10-21T16:31:51+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333350+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0ec6617f6f114697aa6fa9f17948f28c", "lastModified": "2026-10-22T13:58:47+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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333416+00:00", "framework": "vllm_tokenizer_patch", "intentId": "acfcb632e3f047cbb0b0e21cd737ae8b", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333454+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0a466429c4994d869b6fc165cc66ec1d", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333492+00:00", "framework": "vllm_tokenizer_patch", "intentId": "379f7c08891a4e2daddd111a70d0561a", "lastModified": "2026-10-21T19:08:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333530+00:00", "framework": "vllm_tokenizer_patch", "intentId": "bd185432c6b146a6a6df179ab4a27b88", "lastModified": "2026-10-22T13:17:57+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-5bit-MLX", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "2d12023e834b4b14a0a85083109a37c9", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:09:13.333567+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ba1edaa1846d421c98510620d907846f", "lastModified": "2026-10-22T14:14:09+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-FP8", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "cf8bda40cba940dd8121058b7e0ac074", "completedAt": "2026-10-22T23:07:35.641643+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:07:33.078644+00:00", "framework": "vllm_tokenizer_patch", "intentId": "212b9edb9a5f480e95b2e8a677375a7b", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "cf8bda40cba940dd8121058b7e0ac074", "completedAt": "2026-10-22T23:07:35.641640+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:07:33.078576+00:00", "framework": "vllm_tokenizer_patch", "intentId": "90d1c822c24b4ec28b15c31f5748fc24", "repoId": "ukisai/Swift-1.5-5bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "cf8bda40cba940dd8121058b7e0ac074", "completedAt": "2026-10-22T23:07:35.641637+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-22T23:07:33.078510+00:00", "framework": "vllm_tokenizer_patch", "intentId": "35fe1632dc8c4373be59e5d35fb0c98b", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 5d0e1ab2cd..4ad11d1043 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "f4634b0392a9738815ef7bd222e140f588843ee07ea8d221bd55e595078c2d88",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "8dd7de70e0630287b56d67823effa97179745cec3e3c9775eb10647024c393af",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "a0433943876e641ace5c61a98153bff691eb852b1183dd968bc6540e0ffc9d75",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "e1b284c9629e74e8da7a702ab31b44ce3463fad9fd3286fb8a2454e1cad9c640",
-    ".modelhub_state/official_capabilities.json": "b02d0215156508331242072983e60c9d35619147caedc8c4f29e6217f9248b7d",
+    ".modelhub_state/market_intelligence.json": "541d90c8b6b9466872314340f8cb0695dec2842cb0f33c733536b55cf0518bf7",
+    ".modelhub_state/official_capabilities.json": "d1a30751d06aaf43172d1a96c8916d6b253c0869dde0befe450eaa2939b804b1",
     ".modelhub_state/outcome_checkpoint.json": "01be32148d01c2a3fb807b900fa2078d77b81db145a96bffdc0f58fd7ad1f1e0",
     ".modelhub_state/queue_cleanup_latest.json": "8334310d4dead516bef55821a2fcd0ee22b747cd886dc6d77a07cf9c439bb3f9",
     ".modelhub_state/recent_outcomes.jsonl": "af80b03c1147019d447a3a33c5bbb83a8733c09983c2a9478b8d3b01bb7a779f",
     ".modelhub_state/recovery_active_tasks.jsonl": "88ff3e07192be6a441c5a26a4bb4ce3ebec2b29b31dd3cbacd0dfde8dc0587a0",
-    ".modelhub_state/recovery_intents.jsonl": "acdff4ee3279f94965ba3d62c9b5694ffd5a129be222081688806559ba5fc335",
+    ".modelhub_state/recovery_intents.jsonl": "001ca17e6a6a6e8132dc7efb667895e59119ba1852332a7c91fe8c6946db65b3",
     ".modelhub_state/routing_intelligence.json": "94ca74a9b64f079204e3e2fd02a9c06e0a39d4d5ba94a251c7d29487152db5ad",
     ".modelhub_state/submission_exclusions.jsonl": "e2677e09d968a0c44c65d7c030b9c8ea2c9d39dc378ce302c2a309ab54d600d9",
     ".modelhub_state/worker_crashes.jsonl": "50e3ab320d986c635b0d4cb9b1de107b33f9ab8864ff5aa9ca00e1b4af9f30cc",
     "ledger/submissions.jsonl": "7ed8eeff33a95af4e4641f8417f5dc2d7ac11e38c839de2c1ef950dddb07bb33",
     "outcomes/submissions.jsonl": "b7700a03903f1f23733d9320875c9359d6841c12e6aa5b972b70b2d54c6bdc52"
   },
-  "generation": 30303,
-  "phase": "cycle",
+  "generation": 30304,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-22T23:07:40.979476+00:00",
+  "updatedAt": "2026-10-22T23:09:13.553518+00:00",
   "writerId": "a94e2cbdfb3d4160878859cdc87771b0"
 }