diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 9065589fe5..877a7bdf37 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-22T09:42:42.852039+00:00",
+  "generatedAt": "2026-10-22T09:44:23.647628+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 207a9ec27c..ab7202498f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,5 +1,5 @@
 {
-  "communityAttemptedAt": "2026-10-22T09:39:17.058159+00:00",
+  "communityAttemptedAt": "2026-10-22T09:44:23.760588+00:00",
   "communityError": "ModelHubAPIError: 分页大小不能超过100",
   "communitySample": {},
   "communityUpdatedAt": null,
@@ -385,7 +385,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-22T09:42:42.973663+00:00",
+  "generatedAt": "2026-10-22T09:44:23.760588+00:00",
   "gpuStats": {
     "Ascend_910-b4": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 3874761507..4bd91dd850 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T09:42:42.973663+00:00",
+  "catalogUpdatedAt": "2026-10-22T09:44:23.760588+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-22T09:42:42.973663+00:00",
+  "generatedAt": "2026-10-22T09:44:23.760588+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6461,6 +6461,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-22T09:42:42.973663+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T09:44:23.760588+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index e97c9e60c5..cab1b2b3ed 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3718,6 +3718,18 @@
 {"batchId": "cd328024a836450bad5bca0f9deb0dc5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T08:32:09.107576+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f244d5becfa9408489facf576916ad03", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
 {"batchId": "cd328024a836450bad5bca0f9deb0dc5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T08:32:09.107626+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a6351cfe68ae4069bba877c8e4ed68f4", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
 {"batchId": "fcb4c513ee164e18881abb7e0a95b872", "completedAt": "2026-10-22T08:52:04.649002+00:00", "configFingerprint": "de86b185053df1a87f4f6a1e0579898f12e492a36aefb07c55e30e7bd8393778", "configSource": "modelhub_live", "createdAt": "2026-10-22T08:51:49.378548+00:00", "framework": "llamacpp", "intentId": "723f3e088afe4f28ab3f0afa2a9ce170", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "reason": null, "reconciledAt": "2026-10-22T09:42:51.493716+00:00", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5714121", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "1d8ba6e2bf36aa47c80ff7bd95383cf1571f55e0a76760eb56b3f847863afa7f", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783245+00:00", "framework": "llamacpp", "intentId": "419ff317f1fa4a93b5368896d8ae9c91", "lastModified": "2026-10-22T04:17:02+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": 4096}, "status": "pending", "targetGpu": "hygon_k100-ai", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783371+00:00", "framework": "llamacpp", "intentId": "6ecbe39a4ff3446697a94167f581153e", "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": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783428+00:00", "framework": "vllm_tokenizer_patch", "intentId": "10799e8fde6c4a2496d88063c341eafb", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783483+00:00", "framework": "vllm_tokenizer_patch", "intentId": "46acfa7bb3154ef6b19455f8c6f91052", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783534+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9ac080c239c54a01bd349b6bc2393daf", "lastModified": "2026-10-21T16:21:36+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Report-AWQ-8bit", "repoId": "cyankiwi/AgentCPM-Report-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783583+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ebe403f2063a4ed097e6fce1add9656c", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783633+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3803cfdc4fb54efa97be7d04042bc1cb", "lastModified": "2026-10-21T16:56:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783682+00:00", "framework": "vllm_tokenizer_patch", "intentId": "eb232a4f34914faf8039830069e55d7e", "lastModified": "2026-10-21T16:38:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783732+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4e9ad119812d46b1b5b5438c41c42575", "lastModified": "2026-10-21T16:49:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "repoId": "cyankiwi/Olmo-3.1-32B-Think-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783781+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ceef790e3de14b678b7cded7ed16f8dc", "lastModified": "2026-10-21T16:31:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783830+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2054b729d40543c880c5110f99284eb4", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "dd3b75f3d03c4da4bb6848c604ffb972", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:44:24.783879+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f4176adb670c482fb3476d9a0a123bc2", "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": "3cdf19c0d1dc4e209c60be416ce3b0c9", "completedAt": "2026-10-22T09:42:46.292014+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:42:43.638074+00:00", "framework": "vllm_tokenizer_patch", "intentId": "67ba4fc5c82e4a408a29b64b7c537174", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "3cdf19c0d1dc4e209c60be416ce3b0c9", "completedAt": "2026-10-22T09:42:46.292011+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:42:43.638012+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f86f935cebe7492cb4451ef4e87355f2", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "3cdf19c0d1dc4e209c60be416ce3b0c9", "completedAt": "2026-10-22T09:42:46.292007+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-22T09:42:43.637962+00:00", "framework": "vllm_tokenizer_patch", "intentId": "123d3278484d4a8b82cd5b5ca48ee016", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 6bba575199..13590cdb7b 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "d81ae6a6dfe8b73f1d881f858d8051f8de57b256f0d6507f9f748656b3059809",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "1d67612b98566cea9ba4a7f9f2613194b3e804bf6f84db075b4250e66ec81424",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "25e4e92df3998a3ff9587b6d7fadde2bcc91fdf154a429ca64cee1a7ee622d1c",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "7c4ac3de76c595889c47e367bf30cd716f09a49a30dcc252e1e70abdd6cb63ce",
-    ".modelhub_state/official_capabilities.json": "08c9e3a96019b48a6370b202720b78712a6d5ff204e2a8b6b332d7bc051d69fa",
+    ".modelhub_state/market_intelligence.json": "6eb98af87b0d3dea6e1035448557d1d7bbf4eced1fa9ff7f4807df453a50d06d",
+    ".modelhub_state/official_capabilities.json": "da978d4a6f442f6f17a9d82d5258abac0447d5f185d3025146663298a0cad674",
     ".modelhub_state/outcome_checkpoint.json": "85b4612e7f97312d4b6255318ea58f976bb23341c499e431e6d63a14a78b629e",
     ".modelhub_state/queue_cleanup_latest.json": "6814fd1f8152b8f1813d24ff988c0c4a56b6c147f30bc4b4912480d7427a074b",
     ".modelhub_state/recent_outcomes.jsonl": "6d219e514123b91cc195081c8b30fdc9819b6b1d8e42fe2eb3cf632d2cf62674",
     ".modelhub_state/recovery_active_tasks.jsonl": "ef5909fd7ed32f64b1317a5b5ca6eb619e9cd2a02a07130764271cbb809f8ad3",
-    ".modelhub_state/recovery_intents.jsonl": "08934f78087d4bc146e6fc0b749ad63686c0e0589a60218ae559d2e698e3a2b5",
+    ".modelhub_state/recovery_intents.jsonl": "388b24d4c7cd6d38f2481ebb16e664fdbf20c61caed69bfbb03979bca3a394fe",
     ".modelhub_state/routing_intelligence.json": "924fde484dda14c8afa895f0da4bf40e6751778d59c8f07d74a62b5bddc5197c",
     ".modelhub_state/submission_exclusions.jsonl": "e2677e09d968a0c44c65d7c030b9c8ea2c9d39dc378ce302c2a309ab54d600d9",
     ".modelhub_state/worker_crashes.jsonl": "55ae96a720edf99ab4f90d3da3465977d66990ab194b8b0e7db7d1ff59682921",
     "ledger/submissions.jsonl": "63fcd882b105b2aad89b2040aa0924f01d3e003a6a702fb2c48ad5110019e4c7",
     "outcomes/submissions.jsonl": "5882c6eb6b585b4cc23aceacec9aba1f60f37042eb0a92722913c51f69fef8e0"
   },
-  "generation": 29042,
-  "phase": "cycle",
+  "generation": 29043,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-22T09:42:51.750887+00:00",
+  "updatedAt": "2026-10-22T09:44:24.959837+00:00",
   "writerId": "f8795cac6afa4a14b81a33808cc7d9c0"
 }