diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 7438379a83..d4b383a776 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
-  "communityAttemptedAt": "2026-10-20T07:57:10.386720+00:00",
+  "communityAttemptedAt": "2026-10-20T08:14:32.567364+00:00",
   "communityError": null,
   "communitySample": {},
-  "communityUpdatedAt": "2026-10-20T07:57:10.386720+00:00",
+  "communityUpdatedAt": "2026-10-20T08:14:32.567364+00:00",
   "frameworkAttemptedAt": "2026-10-20T07:57:10.386720+00:00",
   "frameworkError": null,
   "frameworkStats": {
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-20T08:09:49.751632+00:00",
+  "generatedAt": "2026-10-20T08:14:32.567364+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 804acc05f1..cb27103d75 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-20T08:09:49.751632+00:00",
+  "catalogUpdatedAt": "2026-10-20T08:14:32.567364+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-20T08:09:49.751632+00:00",
+  "generatedAt": "2026-10-20T08:14:32.567364+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6538,6 +6538,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-20T08:09:49.751632+00:00",
+  "taskTreeUpdatedAt": "2026-10-20T08:14:32.567364+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index cafd0ff034..0affe46ccc 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -12,6 +12,7 @@
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 {"agentVersion": "2026.10.18.1", "batchId": "ef9fd864a48e426db66e52fd04ed8834", "completedAt": "2026-10-20T04:39:22.059690+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-20T04:35:28.079817+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "47317a8c0db845998070396bf031170d", "lastModified": "2026-10-19T15:18:16+00:00", "modelAddress": "https://modelscope.cn/models/ukisai/Swift-1.5-4bit-MLX", "reason": null, "reconciledAt": "2026-10-20T08:11:53.158572+00:00", "repoId": "ukisai/Swift-1.5-4bit-MLX", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "MetaX_c-500", "taskId": "5669006", "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "ef9fd864a48e426db66e52fd04ed8834", "completedAt": "2026-10-20T04:39:22.059692+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-20T04:35:28.079863+00:00", "framework": "vllm_tokenizer_patch", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "55cc4a14e4f349e6a45532c741a8591f", "lastModified": "2026-10-19T17:03:22+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Qwen3-30B-A3B-Instruct-2507-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-20T08:11:53.158231+00:00", "repoId": "cpatonn-mirror/Qwen3-30B-A3B-Instruct-2507-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "MetaX_c-500", "taskId": "5669003", "taskType": "text-generation"}
+{"agentVersion": "2026.10.18.1", "batchId": "a9dcd871e90e4bc1bc7c602f01b8ba52", "configFingerprint": "02e187e3671a31235c75c7c9ad7c52e86e0476bdc3118ddf379ddb46a07261d1", "configSource": "modelhub_live", "createdAt": "2026-10-20T08:14:44.377582+00:00", "framework": "llamacpp", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "6ce73cb86ac74efb9a79fa14a1741185", "lastModified": "2026-10-20T07:28:13+00:00", "modelAddress": "https://modelscope.cn/models/OpenBMB/MiniCPM-V-4.7-35B-A3B-DSpark-gguf", "repoId": "OpenBMB/MiniCPM-V-4.7-35B-A3B-DSpark-gguf", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "a973efab107c4b948c897b4e93d285b2", "completedAt": "2026-10-20T08:11:45.279464+00:00", "configFingerprint": "02e187e3671a31235c75c7c9ad7c52e86e0476bdc3118ddf379ddb46a07261d1", "configSource": "modelhub_live", "createdAt": "2026-10-20T08:09:52.708076+00:00", "framework": "llamacpp", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "d48180034e2c47029f6c92d9cc8585c6", "repoId": "OpenBMB/MiniCPM-V-4.7-35B-A3B-DSpark-gguf", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "capacity_deferred", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "ce0f13263589461295d911e19ee28bbc", "completedAt": "2026-10-20T08:06:16.871624+00:00", "configFingerprint": "02e187e3671a31235c75c7c9ad7c52e86e0476bdc3118ddf379ddb46a07261d1", "configSource": "modelhub_live", "createdAt": "2026-10-20T08:02:58.279353+00:00", "framework": "llamacpp", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "61dc32a764554c0b837eb3703745d128", "repoId": "OpenBMB/MiniCPM-V-4.7-35B-A3B-DSpark-gguf", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "capacity_deferred", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"agentVersion": "2026.10.18.1", "batchId": "3bd836c6d5ff42a196687d951c6d9ebf", "completedAt": "2026-10-20T07:59:09.082695+00:00", "configFingerprint": "02e187e3671a31235c75c7c9ad7c52e86e0476bdc3118ddf379ddb46a07261d1", "configSource": "modelhub_live", "createdAt": "2026-10-20T07:57:21.189661+00:00", "framework": "llamacpp", "instanceId": "6bc3bbce84627dafe0eb", "intentId": "d8f69dd2592840818cd6a7661cdb1583", "repoId": "OpenBMB/MiniCPM-V-4.7-35B-A3B-DSpark-gguf", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "capacity_deferred", "strategyId": "7844045f-5918-4d03-9e5a-3a3bba4e8444", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 8d52c582de..27e00dccaf 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,20 +4,20 @@
     ".modelhub_state/account_capacity.json": "bacaeb34aaa0d094f61dc04e31369b8a3445b90ef824f5162ea01554f13d38ac",
     ".modelhub_state/architecture_compatibility_blacklist.json": "9f0a04b6c3755f4be3161700b252abe479da66d663f96d51f29b641ccbc4daec",
     ".modelhub_state/architecture_history_backfill.json": "3d540298447c4305031831a11786480aa96821e37ff7b9b66e91598e2a49f6ff",
-    ".modelhub_state/market_intelligence.json": "d84e2c18bdda6bafd02949f5db39389ee33ece6e2a8333f5001275f22a732a36",
-    ".modelhub_state/official_capabilities.json": "2839061d490971b540ad4046e0f7eb6d20b4d28aa87b36d2faab19bb332a1a0a",
+    ".modelhub_state/market_intelligence.json": "241beaf164fd748acaa15a99cd49f5056c4962d7301020d96fc9a1f45e2b4e1f",
+    ".modelhub_state/official_capabilities.json": "c2caa4eb70b6b3ba93e5cf96abefa84f69e190f3c782a5c32162d9da8e38524c",
     ".modelhub_state/outcome_checkpoint.json": "09a4135ca56ca3a250160b5e404dd3178f8bbb446cfc9a85ce67ba5b47119430",
     ".modelhub_state/recent_outcomes.jsonl": "c143874dcbd0ebbd772b1a392ac56ed9579561fd503ca0748cceaaec6515733f",
     ".modelhub_state/recovery_active_tasks.jsonl": "ba2d27ce691699976b6302e64326cfa076f4117bfc076363786e2e8d1531d268",
-    ".modelhub_state/recovery_intents.jsonl": "c34a526fb3c308d05c6b9ff2afe7282f2253abd26fcd0c333e287695863c62aa",
+    ".modelhub_state/recovery_intents.jsonl": "3275735935a1e64e41693549388a144bfa93b46c6ffc766244b64630e8c16bdf",
     ".modelhub_state/routing_intelligence.json": "7c4036d9e4c8a32baf863a3b89f3bca53f272e6e3777288009fa0266e9694787",
     ".modelhub_state/submission_exclusions.jsonl": "b80050ff42c4017b85f19dd9287a636cd3e86abe78256630d38791199e3b7606",
     "ledger/submissions.jsonl": "ba561df7b7f0cffa775fc0fb32947542395b19cd5adcf671ee96eb929cf49aec",
     "outcomes/submissions.jsonl": "fdde60d88743da6a8b66d36c60b47813fed7f31433ed905eefd84e9495d6c9b0"
   },
-  "generation": 938,
-  "phase": "cycle",
+  "generation": 939,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-20T08:11:53.208313+00:00",
+  "updatedAt": "2026-10-20T08:14:44.425753+00:00",
   "writerId": "3c2dfc0efcf247b2bbc75baf49fc4866"
 }