diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index e206a30068..2c31acfd98 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -850,7 +850,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-21T12:56:03.676562+00:00",
+  "generatedAt": "2026-10-21T12:57:51.265467+00:00",
   "summary": {
     "activeBlockCount": 41,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index a0d1d0f2d5..a48b21755a 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-21T12:56:03.854525+00:00",
+  "generatedAt": "2026-10-21T12:57:51.365043+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 9292a4112e..0bda953cd5 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-21T12:56:03.854525+00:00",
+  "catalogUpdatedAt": "2026-10-21T12:57:51.365043+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-21T12:56:03.854525+00:00",
+  "generatedAt": "2026-10-21T12:57:51.365043+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6696,6 +6696,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-21T12:56:03.854525+00:00",
+  "taskTreeUpdatedAt": "2026-10-21T12:57:51.365043+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 22d887cbb6..6f3b4af323 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3668,6 +3668,18 @@
 {"batchId": "2be41a3c0ddf47fea7a18dec16f75bf1", "completedAt": "2026-10-21T10:03:54.578225+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-21T10:03:52.009664+00:00", "framework": "vllm_tokenizer_patch", "intentId": "72dabf7c174648c3ac50e60f466e4581", "lastModified": "2026-10-19T07:00:41+00:00", "modelAddress": "https://modelscope.cn/models/iluvatar-corex/Qwen3-8B-W8A8", "reason": null, "reconciledAt": "2026-10-21T12:56:18.388658+00:00", "repoId": "iluvatar-corex/Qwen3-8B-W8A8", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5692570", "taskType": "text-generation"}
 {"batchId": "ac919173e9b549668e5f79d4d4154344", "completedAt": "2026-10-21T12:05:07.909597+00:00", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:05:05.603070+00:00", "framework": "vllm_tokenizer_patch", "intentId": "e466b3bec74f453eb1ee33b1b9ab4f6a", "lastModified": "2026-10-19T16:26:03+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Qwen3-30B-A3B-Thinking-2507-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-21T12:56:18.389095+00:00", "repoId": "cpatonn-mirror/Qwen3-30B-A3B-Thinking-2507-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "MetaX_c-500", "taskId": "5694040", "taskType": "text-generation"}
 {"batchId": "1298d3044c5d4b4595a39868082d85ea", "completedAt": "2026-10-21T12:36:30.480397+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:36:27.987113+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ea6347a88beb4f91afccb8b667774938", "lastModified": "2026-10-19T18:17:12+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Qwen3-4B-Instruct-2507-AWQ", "reason": null, "reconciledAt": "2026-10-21T12:56:18.390359+00:00", "repoId": "cpatonn-mirror/Qwen3-4B-Instruct-2507-AWQ", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5694581", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.385600+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7b565496bba74b729e9a67b592eb461d", "lastModified": "2026-10-19T17:09:46+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Qwen3-4B-Thinking-2507-AWQ-4bit", "repoId": "cpatonn-mirror/Qwen3-4B-Thinking-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.385742+00:00", "framework": "vllm_tokenizer_patch", "intentId": "cfe51c5e981b4a6e98e45cd3d1343396", "lastModified": "2026-10-19T18:03:45+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/Seed-OSS-36B-Instruct-AWQ-4bit", "repoId": "cpatonn-mirror/Seed-OSS-36B-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.385828+00:00", "framework": "vllm_tokenizer_patch", "intentId": "60d88b5e468e4a44937a81dc5b81ebfe", "lastModified": "2026-10-20T08:50:37+00:00", "modelAddress": "https://modelscope.cn/models/Haodong07/Qwen3-32B-TwinQuant-W4A4", "repoId": "Haodong07/Qwen3-32B-TwinQuant-W4A4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.385906+00:00", "framework": "vllm_tokenizer_patch", "intentId": "67aefe98e5ee4fca8552312035cf27f0", "lastModified": "2026-10-19T07:00:41+00:00", "modelAddress": "https://modelscope.cn/models/iluvatar-corex/Qwen3-8B-W8A8", "repoId": "iluvatar-corex/Qwen3-8B-W8A8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.385963+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b7ebe1c83e6f4c72b8740b72f17ad7c0", "lastModified": "2026-10-19T07:29:23+00:00", "modelAddress": "https://modelscope.cn/models/iluvatar-corex/Qwen3-14B-W8A8", "repoId": "iluvatar-corex/Qwen3-14B-W8A8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.386006+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fe15963bf7c74d089729fd9a30d97169", "lastModified": "2026-10-19T17:23:16+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/granite-4.0-h-small-AWQ-4bit", "repoId": "cpatonn-mirror/granite-4.0-h-small-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.386047+00:00", "framework": "vllm_tokenizer_patch", "intentId": "c7155622f27e442e890b0e204d55dcd0", "lastModified": "2026-10-19T18:03:21+00:00", "modelAddress": "https://modelscope.cn/models/cpatonn-mirror/granite-4.0-h-tiny-AWQ-4bit", "repoId": "cpatonn-mirror/granite-4.0-h-tiny-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.386090+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6cd510f979be45f7abe5e3745efaee2f", "lastModified": "2026-10-21T12:17:17+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B", "repoId": "LiquidAI/LFM2.5-24B-A2B", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.386132+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6adfcb3df3dd4ec8a1ddcefae6a8aa5c", "lastModified": "2026-10-19T18:55:19+00:00", "modelAddress": "https://modelscope.cn/models/shisa-ai/shisa-de-2.1-FP8-dynamic", "repoId": "shisa-ai/shisa-de-2.1-FP8-dynamic", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "MetaX_c-500", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "6227ad7464202af2fd72ed7ba47d960a6db14697bf850d85ff2e90b31777e3a8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.386174+00:00", "framework": "llamacpp", "intentId": "f44f3917609949a980fc829bc8e68e13", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "hygon_k100-ai", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "0810a8dbec6a5bb8330373d71363e8e47f5ab88e5ca0b04cee0d7bb4fc33e81f", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.386250+00:00", "framework": "llamacpp", "intentId": "a6c35f7a6d6e4d4bb6e503704580bce5", "lastModified": "2026-10-20T13:54:35+00:00", "modelAddress": "https://modelscope.cn/models/incoai/Muse-Glimmer-30B-DFlash2-GGUF", "repoId": "incoai/Muse-Glimmer-30B-DFlash2-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "pending", "targetGpu": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "aa5338f4d2404036ad2ea26e1009e4bc", "configFingerprint": "e6a494afe49de43cfe2b51111d8b2495fcc9c2b24f0b475f84ce14dcdff5b462", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:57:59.386307+00:00", "framework": "llamacpp", "intentId": "e1c1233e2f4f4440b7a9b7ef5ef20c76", "lastModified": "2026-10-20T05:58:12+00:00", "modelAddress": "https://modelscope.cn/models/OpenBMB/MiniCPM-V-4.7-1B-DSpark-gguf", "repoId": "OpenBMB/MiniCPM-V-4.7-1B-DSpark-gguf", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Ascend_910-b4", "taskType": "text-generation"}
 {"batchId": "3ca6666644784fa6980b228fbb6b07a3", "completedAt": "2026-10-21T12:56:14.330264+00:00", "configFingerprint": "e6a494afe49de43cfe2b51111d8b2495fcc9c2b24f0b475f84ce14dcdff5b462", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:56:11.729923+00:00", "framework": "llamacpp", "intentId": "e52f2d3cc490495f9af9c303c58fac16", "repoId": "OpenBMB/MiniCPM-V-4.7-1B-DSpark-gguf", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b4", "taskId": null, "taskType": "text-generation"}
 {"batchId": "3ca6666644784fa6980b228fbb6b07a3", "completedAt": "2026-10-21T12:56:14.330259+00:00", "configFingerprint": "0810a8dbec6a5bb8330373d71363e8e47f5ab88e5ca0b04cee0d7bb4fc33e81f", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:56:11.729866+00:00", "framework": "llamacpp", "intentId": "1a3515c1b573428bb9aee65d0075ed9a", "repoId": "incoai/Muse-Glimmer-30B-DFlash2-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "3ca6666644784fa6980b228fbb6b07a3", "completedAt": "2026-10-21T12:56:14.330255+00:00", "configFingerprint": "6227ad7464202af2fd72ed7ba47d960a6db14697bf850d85ff2e90b31777e3a8", "configSource": "modelhub_live", "createdAt": "2026-10-21T12:56:11.729806+00:00", "framework": "llamacpp", "intentId": "c785877b38ac4adbb289b47651911ed2", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "hygon_k100-ai", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 5f20b3970f..a91d53d711 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "9f2ea8a77c20bc91004cccc664b8f9f05369392fb4e828bfa376627c5414df8b",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "1e0eb0256470a8691743082c3237bd5cfcb72981921b78cd6febdb51e6f10b32",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "f61d88709e8441e9187c45a54ca97d21936a7585863028c5cb3663556fc5457e",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "6d61788f01412abbe8bf03a2bcfaeb45104736be3f94020dae0f98b3afb0a5fc",
-    ".modelhub_state/official_capabilities.json": "374f8a76d094455e43a3c2a1ce46077d5dcd23f326c00a99e4084a8f872f16d5",
+    ".modelhub_state/market_intelligence.json": "16fc7f28cb8a513743d51483623095fd942774da7b0fcfc937e78a871343f145",
+    ".modelhub_state/official_capabilities.json": "37d7a049d1cab32c691868e8cd44ec9ae85277d566f4102692458ba2229341ca",
     ".modelhub_state/outcome_checkpoint.json": "5457645cb521f0c6b2d75b4fb40bdcf5168060096d887f73fa9e0fd142b453d2",
     ".modelhub_state/queue_cleanup_latest.json": "faba403bbf86f519f695408e5951e34fcd78a468ec45cf54e0d557540f7c963b",
     ".modelhub_state/recent_outcomes.jsonl": "9866e5e80f1a64f6d284a6410f90d9c0a833923d959b60e14ac5928b35d833c0",
     ".modelhub_state/recovery_active_tasks.jsonl": "9a193384657f8d8d6e68ea1f43e4a84ae5b6b198d513a8b5e0a0521a7bab06e4",
-    ".modelhub_state/recovery_intents.jsonl": "a16ac86576da266df27d6a7c1ee49393b558fd48a851f8b25bfc8044dded9a64",
+    ".modelhub_state/recovery_intents.jsonl": "bd703c802f87e20fdf93f76019f9fab174f4b90a7ed2aaaf5942f047261b686c",
     ".modelhub_state/routing_intelligence.json": "c59d4707e0ff173771912af72589cb1a559e10168c830e5c6486727e2594d603",
     ".modelhub_state/submission_exclusions.jsonl": "07b0cf531e208c0d6ecfffb156a0cb39a09636bee94976f2a8a2e3b767cf06cc",
     ".modelhub_state/worker_crashes.jsonl": "d46c42c2991f2fda703c2ba17f2b6a21afa8e1453bf67666f1bc0ff3bb99e2e9",
     "ledger/submissions.jsonl": "ed9926721ca3e9fee842f10481780f3f2890b222b2607f6028e03b40b70e103f",
     "outcomes/submissions.jsonl": "4c3a402b444d551d5285013fa85fde90428bc612f0550c869726b690a595af42"
   },
-  "generation": 26930,
-  "phase": "cycle",
+  "generation": 26931,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-21T12:56:18.603592+00:00",
+  "updatedAt": "2026-10-21T12:57:59.549091+00:00",
   "writerId": "f9d6ac09a4c14ca19fc241d193853c55"
 }