diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 7c441f0c30..41a2bb2fd0 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T15:59:03.158798+00:00",
+  "generatedAt": "2026-10-23T16:00:49.358122+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index a240f22d34..c8227d4031 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T15:59:03.259230+00:00",
+  "generatedAt": "2026-10-23T16:00:49.559744+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 8a74de44fe..b03545294b 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T15:59:03.259230+00:00",
+  "catalogUpdatedAt": "2026-10-23T16:00:49.559744+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T15:59:03.259230+00:00",
+  "generatedAt": "2026-10-23T16:00:49.559744+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6112,6 +6112,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T15:59:03.259230+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T16:00:49.559744+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 9d3fa3ff29..6075ca4bce 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3733,6 +3733,18 @@
 {"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": "2026-10-23T15:59:17.635582+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": "3240b9dc6ea34cfa957079f469e9ae4b", "completedAt": "2026-10-23T11:15:29.377844+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:15:26.821111+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3d111b54d33a4ad6a01ce40afe6240df", "lastModified": "2026-10-22T01:37:07+00:00", "modelAddress": "https://modelscope.cn/models/RecursiveSI/flint-int4", "reason": null, "reconciledAt": "2026-10-23T15:59:17.634386+00:00", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5737151", "taskType": "text-generation"}
 {"batchId": "3d8c0e91978f43e09b0ff79b372b0077", "completedAt": "2026-10-23T13:28:14.742077+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T13:27:58.482566+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2bbf1c38663f4f2a91f1f3c5a47eb79f", "lastModified": "2026-10-21T16:38:25+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-23T15:59:17.635913+00:00", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5738981", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062253+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9fc32ccdc0744b20ba4c62c21882d888", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062404+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3b02eda659a846d29ee9ea267b443b74", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062488+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2d51ce8df5454795a841547af6c68b63", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062569+00:00", "framework": "vllm_tokenizer_patch", "intentId": "febc25175b724c89a01bd793cfd8e0a3", "lastModified": "2026-10-21T17:24:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit", "repoId": "cyankiwi/Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062647+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5c96cf3810364efb87b29772db1ca387", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062724+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6e7b5b987c204950a06e66a7e1dc5a19", "lastModified": "2026-10-23T13:31:06+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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062802+00:00", "framework": "vllm_tokenizer_patch", "intentId": "29b291cd421248a190b5a8aaddfa0761", "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": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062880+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d35b0fe536dc4192acaa4ae9dce44199", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.062957+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3f9ec44dc0e7441d90b8e7beb5e7b4b1", "lastModified": "2026-10-21T17:09:55+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "7bc1035206854746a005c25d19090806", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.063035+00:00", "framework": "llamacpp", "intentId": "8de1b639b1c04587a20dcd137013252e", "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": "7bc1035206854746a005c25d19090806", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.063131+00:00", "framework": "vllm_tokenizer_patch", "intentId": "44d7d7336712426183b2c103528124d0", "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": "7bc1035206854746a005c25d19090806", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T16:00:53.063257+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2af0a99e6fec4e599f4401f608b161ec", "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": "16e043ae37704a7b81d41af78dceca60", "completedAt": "2026-10-23T15:59:13.111643+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T15:59:10.524149+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e0058201136d4d1ca2e71ecafe16ebfe", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "16e043ae37704a7b81d41af78dceca60", "completedAt": "2026-10-23T15:59:13.111640+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T15:59:10.524096+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b5ca3c66263846f9b2831a77dd86974e", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "16e043ae37704a7b81d41af78dceca60", "completedAt": "2026-10-23T15:59:13.111638+00:00", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T15:59:10.524042+00:00", "framework": "llamacpp", "intentId": "62b8c7a076854696a61bdddf818ced08", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index c40814ee77..5c9cb3a713 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "53313ee44ebee61ffe634341925707c3e3f82fd03c88a0abcb7a247e9fba5825",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "3253655d5fed34d112459c5469e842722fded4face6740227b646aa3d5de303b",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "9bf1eb2066fc19ee3bc3f6aebfa57fa5312923d9e7fd4d5e41fcffbda6a485e3",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "cf8aebe2e87fa4645a0b97e4dd19cd524a2debc13e3d05441906c2a792bd6aa8",
-    ".modelhub_state/official_capabilities.json": "33d8fde6a289b40161d2300d44df208b67d09ee7b8032515e83400cb3c920c50",
+    ".modelhub_state/market_intelligence.json": "2e9527b25b6efbf425c493acae29592f8d72fc14fe618a2cb84c2d6bd8870093",
+    ".modelhub_state/official_capabilities.json": "e9c0d6adb753b7db0b576fec92484356a090facf5a6c644e822e2cfb1555d22b",
     ".modelhub_state/outcome_checkpoint.json": "a6057cb4be70fe7cc840e42c01c7087921ed93a043d54f3b7b3c1cabcda914f7",
     ".modelhub_state/queue_cleanup_latest.json": "2017069492163019d6923719b0aa9bf0a47c4a1c514407e3817ee8901eb2b99b",
     ".modelhub_state/recent_outcomes.jsonl": "4e9ea96530129301fd28fce2a2553a0c3ac736a88199c5f646c5d1f197302806",
     ".modelhub_state/recovery_active_tasks.jsonl": "4bea722644c0e299dccf123eb87a7fb7737c266ae120c850d7c6c38a252c9fac",
-    ".modelhub_state/recovery_intents.jsonl": "fa2287dac6265b9b3ee2fc582a39f4cc8b95fd8adfef243344cfbc623ef385fb",
+    ".modelhub_state/recovery_intents.jsonl": "a4442ac1c055d89d56d2b71249c6df26024a3152e00c831f5affd86fda43636c",
     ".modelhub_state/routing_intelligence.json": "03446f8d64e5b8becb9adf8d54fee32d9b53673e58a123d12efa0a6145ba09b3",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0e675b1c3ea5c2ab436cf083668db8830733f3e9d03420e10a8563a589acb517",
     "ledger/submissions.jsonl": "3d8aa5d757abc53e8fdef68f6355847de0058d65dbfcb8917138cabc8e4b65b5",
     "outcomes/submissions.jsonl": "2a969e2be7d5739c7bf82fcd953f2e7681bfda512741566eb737dab68962642c"
   },
-  "generation": 31942,
-  "phase": "cycle",
+  "generation": 31943,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T15:59:17.875851+00:00",
+  "updatedAt": "2026-10-23T16:00:53.223339+00:00",
   "writerId": "6cd7cbd5a7014f838149942b3e5927f7"
 }