diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 38458e999b..17bc2dcc28 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T23:01:25.969262+00:00",
+  "generatedAt": "2026-10-23T23:03:06.245845+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 51f66893f5..f36f2103f0 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T23:01:26.063791+00:00",
+  "generatedAt": "2026-10-23T23:03:06.353278+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index eb841eaeb9..0d6a6f2b88 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T23:01:26.063791+00:00",
+  "catalogUpdatedAt": "2026-10-23T23:03:06.353278+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T23:01:26.063791+00:00",
+  "generatedAt": "2026-10-23T23:03:06.353278+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6467,6 +6467,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T23:01:26.063791+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T23:03:06.353278+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 1eb74b9abb..07653a55bd 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": "2026-10-23T23:01:34.291351+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": "2026-10-23T23:01:34.294202+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": "2026-10-23T23:01:34.288566+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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.924728+00:00", "framework": "llamacpp", "intentId": "739775d08c294890abc706515d774745", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.924839+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c971534c2d934fdb90202578cc10fa20", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.924897+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0038a58739854396bf36c31c6823e9f4", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.924948+00:00", "framework": "vllm_tokenizer_patch", "intentId": "05919e651fe84aba9cabfeaf3e99fe2b", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.924989+00:00", "framework": "vllm_tokenizer_patch", "intentId": "84dfe04becef4515a2ecd340837228c7", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.925027+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8950f9af336849b4a4e4499d6bb2b26b", "lastModified": "2026-10-23T13:17:05+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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.925065+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d84c44fbbe69401f86c8d8ff8367a939", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.925103+00:00", "framework": "vllm_tokenizer_patch", "intentId": "1d6178e356b7425fb2fca819587cab93", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.925140+00:00", "framework": "vllm_tokenizer_patch", "intentId": "233d319fec58480d9dff6553b60b2ece", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.925184+00:00", "framework": "vllm_tokenizer_patch", "intentId": "446c7dbaf8a24518b8952319b85fcb2a", "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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.925221+00:00", "framework": "vllm_tokenizer_patch", "intentId": "404937b04d2741448582d893b1a5b754", "lastModified": "2026-10-23T13:09:59+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": "8aa4daeeea24466fa2aa3aa99f4adaaa", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:03:08.925258+00:00", "framework": "vllm_tokenizer_patch", "intentId": "995e8cf8a1d84807a416445e289c073e", "lastModified": "2026-10-21T17:18:20+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
 {"batchId": "77ea43f4bdd74d3e9841a1889653e255", "completedAt": "2026-10-23T23:01:29.352615+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:01:26.758917+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f764f383ee3949799b94619255113775", "repoId": "cyankiwi/MiroThinker-v1.5-30B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "77ea43f4bdd74d3e9841a1889653e255", "completedAt": "2026-10-23T23:01:29.352612+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:01:26.758850+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c1028dd4bee94711bf5306d8644bff1e", "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": "77ea43f4bdd74d3e9841a1889653e255", "completedAt": "2026-10-23T23:01:29.352609+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T23:01:26.758784+00:00", "framework": "vllm_tokenizer_patch", "intentId": "be0678a4c7c7416e8d4b1cc835dc6e9b", "repoId": "InternScience/Sage-A1.5-FP8", "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 c38b2d8db7..1086ec638f 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "3c9d45f7fe910684cba09c1ff6733e1a2571547bc8c10e4416dd84e1f0a83ff6",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "abd0c224c522e751c9df9b41d4accae9d61f1aea627f165ee373fe6b4f5e569d",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "564621ba5e91119a65c3065b421583bc357287120d1a34f2079cf149c723d358",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "5769164fd72c1054d374c8d2bd34f5428b0d006e053a4e28a65385951c682a4d",
-    ".modelhub_state/official_capabilities.json": "9853ca2f26e13118e9110d6b6d65418ed922c8c11fac56cb4f813e92be45fff0",
+    ".modelhub_state/market_intelligence.json": "40afdfe6086fc1b08f183e3b2a13c2decd9e7488e0feb74163b24b931ff5a2b8",
+    ".modelhub_state/official_capabilities.json": "b5d389aea2e21258301e9fde8d9de0fe1017b12f10ba7eab0e8b34bc09c8b5dc",
     ".modelhub_state/outcome_checkpoint.json": "975aca991daf3a83cbce3798fdf80cdda0a441d794616d1b05ff570663cf26ce",
     ".modelhub_state/queue_cleanup_latest.json": "b9f4ab6b802f11fba1eac4aab36681bb1c55ca9ec453f998ff165c36b204bca4",
     ".modelhub_state/recent_outcomes.jsonl": "c86864152c81680d9b52f2d8dd585fb6b34855b70cf47c5ce1024b7c37e05c03",
     ".modelhub_state/recovery_active_tasks.jsonl": "e644c69432bce39a7abb051aac10d5d4ac8405be852e9512bbafbdf2fcc5f88f",
-    ".modelhub_state/recovery_intents.jsonl": "14808ee3f79dd4615d5467528635c3c732d9bb868ad74d92b43415cd19f01006",
+    ".modelhub_state/recovery_intents.jsonl": "8ff13c26dcbcfb314fe7b6d018b17f92f2f182a86b0f951b554fd1653b836d6c",
     ".modelhub_state/routing_intelligence.json": "2e96c218652d3832e4aa450833084e771e47dec82ea5c961fb30a1f3a62148e8",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "0e675b1c3ea5c2ab436cf083668db8830733f3e9d03420e10a8563a589acb517",
     "ledger/submissions.jsonl": "3d8aa5d757abc53e8fdef68f6355847de0058d65dbfcb8917138cabc8e4b65b5",
     "outcomes/submissions.jsonl": "18b5252b3f3289da170771aecfcbc71349d7dcb7e553df0a460efa68e2157b31"
   },
-  "generation": 32503,
-  "phase": "cycle",
+  "generation": 32504,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T23:01:34.579911+00:00",
+  "updatedAt": "2026-10-23T23:03:09.094335+00:00",
   "writerId": "6cd7cbd5a7014f838149942b3e5927f7"
 }