diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 0647ebf2f0..8bdda9a143 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -527,7 +527,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T14:29:43.667365+00:00",
+  "generatedAt": "2026-10-23T14:31:27.468851+00:00",
   "summary": {
     "activeBlockCount": 26,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 82901f0998..815c58d0e7 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T14:29:43.765005+00:00",
+  "generatedAt": "2026-10-23T14:31:27.659759+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6977e95fd2..e069ecc9eb 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T14:29:43.765005+00:00",
+  "catalogUpdatedAt": "2026-10-23T14:31:27.659759+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T14:29:43.765005+00:00",
+  "generatedAt": "2026-10-23T14:31:27.659759+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6101,6 +6101,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T14:29:43.765005+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T14:31:27.659759+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index f5394f74fe..c08749d508 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": "2026-10-23T14:29:55.939045+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": "2026-10-23T14:29:55.939775+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": "2026-10-23T14:29:55.940085+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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350579+00:00", "framework": "vllm_tokenizer_patch", "intentId": "792a8c2bc7ee4b06b17b942e3b68ead4", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350687+00:00", "framework": "vllm_tokenizer_patch", "intentId": "cfabcf077fca4f9d8010c66608917137", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350735+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7a70c4574b804fa4b992679e488feaf1", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350779+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f121e9e92e1f4f9e80c3c08971974fbb", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350823+00:00", "framework": "vllm_tokenizer_patch", "intentId": "efb62ff85ce84ce99902d707a8e351f1", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350865+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4d78ffc0423949bfa46b670da53af594", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350908+00:00", "framework": "vllm_tokenizer_patch", "intentId": "411433a22e4d4951a8e960b7ed997b9b", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350949+00:00", "framework": "vllm_tokenizer_patch", "intentId": "80d0d78227604fb68394f9672329a78e", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.350991+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6b16f656983d4d5abc243784cf41f578", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.351034+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5b2cf6818c654e6380f08f7799275b13", "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": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.351076+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8e256928a529468baab572816b3fdb63", "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, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "b7a89b0aa5f941218f0b1fa153aba2d4", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:31:28.351118+00:00", "framework": "llamacpp", "intentId": "5ebddb2e0e124c778af00ee847b85539", "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": "0dd4158448c944ef922217b102340a9b", "completedAt": "2026-10-23T14:29:47.212337+00:00", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:29:44.452072+00:00", "framework": "llamacpp", "intentId": "743c95478aef492b83df56d6abac8e76", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "0dd4158448c944ef922217b102340a9b", "completedAt": "2026-10-23T14:29:47.212334+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:29:44.452030+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c39eeb20aea14e89bb999c24c309a005", "repoId": "cyankiwi/Nemotron-Cascade-8B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "MetaX_c-500", "taskId": null, "taskType": "text-generation"}
 {"batchId": "0dd4158448c944ef922217b102340a9b", "completedAt": "2026-10-23T14:29:47.212331+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T14:29:44.451988+00:00", "framework": "vllm_tokenizer_patch", "intentId": "baa2e76014db418faf5ab3e502b3e189", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "MetaX_c-500", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index c146e9af6c..1da7da3614 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "6c91136869728f85c4c5bfb349f8cc49e24299aa38fd40ea24db7d75b2ab1e20",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "6f80747e177dbd18b1683664bccda1275815536c2f59dc25f11c4d77f883fcfa",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "ace9584b68e09a66e0a40d7797db3e6cba7b3797bb359fc3053816fe94726bca",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "f1c1175bfbe3d66da2af21648d29a78ced73628c463c1a83e4939d7f13d5b732",
-    ".modelhub_state/official_capabilities.json": "4fec69c95f571d49a0ad0dedf9e78d4d0daad3cea0d4f9f97502b501c6b65a78",
+    ".modelhub_state/market_intelligence.json": "4c80450298d50f8abd2941c15c976f664e8d44301fbbafc838f8bc1b7e379ea4",
+    ".modelhub_state/official_capabilities.json": "24e95a429309d4327bdbcb3add4e3d44a6d6abc9ad848aff996ee71dc1de14b1",
     ".modelhub_state/outcome_checkpoint.json": "f8c62c82feccea2aa21981ea918da98c2f8004166b9d9b29919780f8e3c5e305",
     ".modelhub_state/queue_cleanup_latest.json": "2e9fbad031fbae283ae9b7fd26387fb116f89acbacbc280c7b2059c9a743f252",
     ".modelhub_state/recent_outcomes.jsonl": "c797e811e14982fc86c119862ae5e41013136c269fd19155c71c248ac36c2bb3",
     ".modelhub_state/recovery_active_tasks.jsonl": "9d16aceebda11b934877056610a0bdd99397f74a03e7a94c53a37b624520f534",
-    ".modelhub_state/recovery_intents.jsonl": "fc3dd4d0593f000fb1f8cae3259bfb7d0ba5fbf0ae2a8037810a4764356c16f1",
+    ".modelhub_state/recovery_intents.jsonl": "4dff0c096a9a19f55b5561cb3987e39523e3a986713fb67cfd8c2fd8bafe9d70",
     ".modelhub_state/routing_intelligence.json": "b594f56cb768b0fbb410689b46e8981944ccac6d5c4e3adae8f5ccf263a23d66",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0e675b1c3ea5c2ab436cf083668db8830733f3e9d03420e10a8563a589acb517",
     "ledger/submissions.jsonl": "3d8aa5d757abc53e8fdef68f6355847de0058d65dbfcb8917138cabc8e4b65b5",
     "outcomes/submissions.jsonl": "dbdd1d764a11df5a6dab1919a1e8bb7d97491e3aae3aae7c4bd280aaf53a4d90"
   },
-  "generation": 31795,
-  "phase": "cycle",
+  "generation": 31796,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T14:29:56.200395+00:00",
+  "updatedAt": "2026-10-23T14:31:28.520332+00:00",
   "writerId": "6cd7cbd5a7014f838149942b3e5927f7"
 }