diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 726fba360a..038b0dcbba 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -728,7 +728,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-21T18:54:55.708028+00:00",
+  "generatedAt": "2026-10-21T18:56:33.652644+00:00",
   "summary": {
     "activeBlockCount": 35,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index b333dc2d9d..69467b245f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-21T18:54:55.831956+00:00",
+  "generatedAt": "2026-10-21T18:56:33.803278+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index b2a317d438..d1954a3fc7 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T18:54:55.831956+00:00",
+  "catalogUpdatedAt": "2026-10-21T18:56:33.803278+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-21T18:54:55.831956+00:00",
+  "generatedAt": "2026-10-21T18:56:33.803278+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -7181,6 +7181,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-21T18:54:55.831956+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T18:56:33.803278+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 8c7379d774..06037e4f41 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3688,6 +3688,18 @@
 {"batchId": "0116257f45bd45e388af267976422dfd", "completedAt": "2026-10-21T18:39:00.802548+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:38:58.458031+00:00", "framework": "vllm_tokenizer_patch", "intentId": "64b812e6186744669373493debbfae64", "lastModified": "2026-10-21T17:24:35+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Orchestrator-8B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-21T18:55:02.123548+00:00", "repoId": "cyankiwi/Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5699606", "taskType": "text-generation"}
 {"batchId": "29dfd316024d45d0bc40a8a15d571490", "completedAt": "2026-10-21T18:39:53.122734+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:39:50.606215+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ff53c7e135344f939b2cef574a485ddc", "lastModified": "2026-10-21T15:40:57+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Explore-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-21T18:55:02.123545+00:00", "repoId": "cyankiwi/AgentCPM-Explore-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5699620", "taskType": "text-generation"}
 {"batchId": "9c505c9d159f4f8495bc5e31e8bb24b0", "completedAt": "2026-10-21T18:42:34.650485+00:00", "configFingerprint": "a1180a720dd471c32059d347c8965c5b18df1ca663ca61c609333bb476be5117", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:42:32.111209+00:00", "framework": "llamacpp", "intentId": "f325a603297d4a3e9b0ed6bc55a7280c", "lastModified": "2026-10-21T18:16:46+00:00", "modelAddress": "https://modelscope.cn/models/AtomicChat/Qwen3.5-9B-DFlash-GGUF", "reason": null, "reconciledAt": "2026-10-21T18:55:02.120241+00:00", "repoId": "AtomicChat/Qwen3.5-9B-DFlash-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "hygon_k100-ai", "taskId": "5699676", "taskType": "text-generation"}
+{"batchId": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.474462+00:00", "framework": "vllm_tokenizer_patch", "intentId": "66f3793e35e44a0487ffb4dc6138189b", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.474619+00:00", "framework": "vllm_tokenizer_patch", "intentId": "aa51ee73f41747c8aae80ef3ea8c10d0", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.474717+00:00", "framework": "vllm_tokenizer_patch", "intentId": "596acddd4d34454b8a4f970439eb308e", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.474806+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1ebfb60d2ff344a7a82b13531c535cad", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.474891+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1a67498baba041069a1f3a9060d7d655", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.474978+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0b2a264d751c4e68b7a2c2e29b7b45db", "lastModified": "2026-10-21T15:53:43+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
+{"batchId": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.475069+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0dba080821ba45cd9b33126ee577bf25", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.475157+00:00", "framework": "vllm_tokenizer_patch", "intentId": "478b5641a62141669a0aba5f4318ef51", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.475227+00:00", "framework": "vllm_tokenizer_patch", "intentId": "04ebd8a165e142b1b0c73984417ac473", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.475276+00:00", "framework": "vllm_tokenizer_patch", "intentId": "17b796b7735d4f58a93f9a60fd94a68e", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.475325+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5601fb615b67463995d53d682722756a", "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": "a850797c360444bdac87bfc6fb365aad", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:56:34.475374+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ab5835b200b249d9846d543d22520bd7", "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}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
 {"batchId": "19b4b5f3de0944d7b1297dbf7079d7b7", "completedAt": "2026-10-21T18:54:59.040452+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:54:56.570322+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8efac5a2a8b8439390cbaecc9b57bcc5", "repoId": "cyankiwi/Nemotron-Cascade-14B-Thinking-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "19b4b5f3de0944d7b1297dbf7079d7b7", "completedAt": "2026-10-21T18:54:59.040450+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:54:56.570273+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2953c5138b5042509a8611774964b53f", "repoId": "cyankiwi/KAT-Dev-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "19b4b5f3de0944d7b1297dbf7079d7b7", "completedAt": "2026-10-21T18:54:59.040447+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T18:54:56.570224+00:00", "framework": "vllm_tokenizer_patch", "intentId": "cf7aa8e9e3c34e3bac634dedbb450550", "repoId": "cyankiwi/LFM2-8B-A1B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 0d6a175bf6..7c2543a02b 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "96af6f62fe6f25a232800b0363414ff018be25cd8ae82fb710642ea3426a9a0b",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "71a898b59655f7a44bcf113ff4a9201566237920820028f73a4f1018521d4cd3",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "38004b5f41c9f1f90e0798b6012cc4836616bb0421c0de886afd192d59ee3d79",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "a8fa330127fcadd69071363b6fd21da35211a55b5f90d75158c925bcf8945841",
-    ".modelhub_state/official_capabilities.json": "547b39df96c02bd8f3026bbffd02ed8da7e361c603de2f00d09cce31bc7407e4",
+    ".modelhub_state/market_intelligence.json": "b4a3eec9e2b534ebd20a32ed5987b91fe4f0650fa9e3f4de8d595281a31d284a",
+    ".modelhub_state/official_capabilities.json": "130ea79ebae44b3d926bca4a2ae8c2d9f0eb2d977608cbdf85d69000a6b95008",
     ".modelhub_state/outcome_checkpoint.json": "e482d70af5c40c026fa1d6bc289f21838edd60836ab4c12582c293a2deab2cf3",
     ".modelhub_state/queue_cleanup_latest.json": "6014ca537a031f863e28f6a37687bc0df439717af8ce5ec8103c6bcd770de63f",
     ".modelhub_state/recent_outcomes.jsonl": "24ec76395955db5316ea193aa6a33685ef4c7bcace5288c8643bcccd81ff5285",
     ".modelhub_state/recovery_active_tasks.jsonl": "b6208a67260bb1d8922f700303c897523325081c54d4e2801bb750cff83f680d",
-    ".modelhub_state/recovery_intents.jsonl": "03ad592a9ac5938a58079ba9f2fb3d668469ede664409c8658395d59d4e672d8",
+    ".modelhub_state/recovery_intents.jsonl": "cbc5bf9c38f984f4526b6f4b84b09c35947dda260d09df7d286bdd7d24ccdd84",
     ".modelhub_state/routing_intelligence.json": "a82a0a3af6acf74d950d67e349118fc61eaf1fa68c2ac55db2912d2ec8cfa004",
     ".modelhub_state/submission_exclusions.jsonl": "c6fb07b373f0ca409be2461cdd99c262494d24065e4147b167622573bcc52c8c",
     ".modelhub_state/worker_crashes.jsonl": "d46c42c2991f2fda703c2ba17f2b6a21afa8e1453bf67666f1bc0ff3bb99e2e9",
     "ledger/submissions.jsonl": "49a58232c3439f0cd419e52f0d919bab75b0e507eeb8a3a6cf8c22f6e97f35fd",
     "outcomes/submissions.jsonl": "06bac3d95b1a6443dd227a13f5806ba357dfbaaecfcbaf262cacda30401a89bc"
   },
-  "generation": 27557,
-  "phase": "cycle",
+  "generation": 27558,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-21T18:55:02.344137+00:00",
+  "updatedAt": "2026-10-21T18:56:34.677582+00:00",
   "writerId": "f9d6ac09a4c14ca19fc241d193853c55"
 }