diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 49c371b663..71896923d0 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T10:49:40.975906+00:00",
+  "generatedAt": "2026-10-23T10:51:20.664297+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index adbc515cdb..61dbd941d3 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -423,7 +423,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T10:49:41.081023+00:00",
+  "generatedAt": "2026-10-23T10:51:20.765535+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6d58c364f3..b122baf270 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T10:49:41.081023+00:00",
+  "catalogUpdatedAt": "2026-10-23T10:51:20.765535+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T10:49:41.081023+00:00",
+  "generatedAt": "2026-10-23T10:51:20.765535+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6467,6 +6467,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T10:49:41.081023+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T10:51:20.765535+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index df40cf4137..748ee38813 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3731,6 +3731,18 @@
 {"batchId": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646340+00:00", "configFingerprint": "57aceff29ff69c4fb34602873529ff182196395d82e08b39e53f9350ca14eca7", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.754958+00:00", "framework": "llamacpp", "intentId": "ce4aac32cffa4323bd78c31ff8fca0e9", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "reason": null, "reconciledAt": "2026-10-23T10:49:49.127868+00:00", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5733467", "taskType": "text-generation"}
 {"batchId": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646387+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.755807+00:00", "framework": "vllm_tokenizer_patch", "intentId": "81202d51b04e49d591b875ab5fdd5e03", "lastModified": "2026-10-21T13:20:37+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-23T10:49:49.127864+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5733468", "taskType": "text-generation"}
 {"batchId": "4ba40262d41d4141871a82e2c8ef7e3d", "completedAt": "2026-10-23T09:25:25.190554+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T09:25:22.571790+00:00", "framework": "vllm_tokenizer_patch", "intentId": "16d775d2d9e84b2c9f96cd48661d178c", "lastModified": "2026-10-21T19:08:10+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-23T10:49:49.128744+00:00", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5735872", "taskType": "text-generation"}
+{"batchId": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.624839+00:00", "framework": "llamacpp", "intentId": "39cbe9bf8def4343aefb68dcad04f1d8", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.624962+00:00", "framework": "vllm_tokenizer_patch", "intentId": "113e327a35f349cfbdebe41bd25a4395", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625020+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6f125f4314634d97ba3e30a6bd9e1313", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625071+00:00", "framework": "vllm_tokenizer_patch", "intentId": "592a224b07ed4dc3ac69b48f8c7a4ad6", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625112+00:00", "framework": "vllm_tokenizer_patch", "intentId": "baab89e46aac4f54860bc453947a0d50", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625151+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f9d08af26ef04da38231d326a0f85052", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625197+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a41977eb76bc477f9f5b423e954cbd55", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625234+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c9c39b4e59f4458c9c4164029987091e", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625272+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7ec0f6887f494cb1bf3c8e7e04587436", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625309+00:00", "framework": "vllm_tokenizer_patch", "intentId": "a00dccff3a7f47d798bcfdaac5d0d201", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625347+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f6f4f1e033804a7897fc6363c31b5147", "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": "ffb37694e1ad47d497551388adb34003", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:51:22.625384+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5a562842b47a44b0b8828969a96b08aa", "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": "cd34f4b6698f4ff7b0ace8710b2609be", "completedAt": "2026-10-23T10:49:44.545362+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:49:41.812483+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5598e6e4c04d42d2b227e010dcdc0317", "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": "cd34f4b6698f4ff7b0ace8710b2609be", "completedAt": "2026-10-23T10:49:44.545359+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:49:41.812446+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d8ce4030823c4e20b92b7fd771059e3d", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "cd34f4b6698f4ff7b0ace8710b2609be", "completedAt": "2026-10-23T10:49:44.545356+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T10:49:41.812410+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c91257da4fea43c3aebf918797a252a1", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "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 e3314b17e1..a8ecbf7193 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "95ab4229915af780c27cfccc31bfd40b651cd7b77dd6c8f093609a69395526a7",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "a262219239da1f51afe7d34184227056af30e69cf1cedd60b41633f0a4cf8957",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "e5ec9061de1675047cfb33e950d7d73cc5957f2c8c1e49fbf91c30fa9941c89d",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "8714f4551c7bf4f0554218e7f23ddb8036309353a68b89079fc4424858c00506",
-    ".modelhub_state/official_capabilities.json": "2bfc7a9f78401ac7d0025ed8f0bac8f7726a3aded3eb6ecd364dc98b85b0ee53",
+    ".modelhub_state/market_intelligence.json": "86b1cbf59365d911551f98b24c2e9ffecb7ce9991aad8f622a305f0c0fcfd39b",
+    ".modelhub_state/official_capabilities.json": "55780d590150d8f9f9c64c5430a12022f72e1661c4eabd60830baac8462f9b75",
     ".modelhub_state/outcome_checkpoint.json": "12d5ad52ca33e7b98291210493d76f734d053961f516ec03f7646edab09e7722",
     ".modelhub_state/queue_cleanup_latest.json": "a5fdbd080bd7d139f269c20719bb6aa3a427f9b0e3ced669084c310b6c725457",
     ".modelhub_state/recent_outcomes.jsonl": "c26907b94d0e29da07c78f3ba519875eba74078b8536855c9be477e40170b127",
     ".modelhub_state/recovery_active_tasks.jsonl": "a3ba07e047f643c52cbb0eebf49e983520755e52d253cb7a70ab4051238932cc",
-    ".modelhub_state/recovery_intents.jsonl": "d3600e02ec4f7fc56a4523cecce6bd937fba48b9bbdeb6adf1af3b073ba33a39",
+    ".modelhub_state/recovery_intents.jsonl": "851a09ebc9466de1e668c9c0d5a379aba3ed359834da888981e5f4f57d46722a",
     ".modelhub_state/routing_intelligence.json": "90627d38e5e98cc044aaf955aa6da217bda6dfbcd79cd3af2a0d924ce9b23393",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "949e2ee6d5e91e4b02d8d247733f8daae75efe282d90356899bb4accf9772c3e",
     "outcomes/submissions.jsonl": "bb77adb9150c6fa1e86c6b9d8c3492546f7c71bd4a9304f1941fe012485a2475"
   },
-  "generation": 31460,
-  "phase": "cycle",
+  "generation": 31461,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T10:49:49.350062+00:00",
+  "updatedAt": "2026-10-23T10:51:22.805310+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }