diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 9c7c4d83a7..b31715d86c 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T11:35:20.133608+00:00",
+  "generatedAt": "2026-10-23T11:37:05.860453+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 65e63e1819..509a530177 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T11:35:20.262510+00:00",
+  "generatedAt": "2026-10-23T11:37:05.972950+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 861904fa48..6d20897d43 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T11:35:20.262510+00:00",
+  "catalogUpdatedAt": "2026-10-23T11:37:05.972950+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T11:35:20.262510+00:00",
+  "generatedAt": "2026-10-23T11:37:05.972950+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6382,6 +6382,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T11:35:20.262510+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T11:37:05.972950+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 6640c821d7..d0fcba5744 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3732,6 +3732,18 @@
 {"batchId": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646387+00:00", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.755807+00:00", "framework": "vllm_tokenizer_patch", "intentId": "81202d51b04e49d591b875ab5fdd5e03", "lastModified": "2026-10-21T13:20:37+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-23T11:35:33.991776+00:00", "repoId": "cyankiwi/Nemotron-Cascade-8B-AWQ-8bit", "safeConfigVector": {"gpuNum": 1}, "status": "recovered_active", "targetGpu": "Ascend_910-b4", "taskId": "5733468", "taskType": "text-generation"}
 {"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": "2026-10-23T11:35:33.992503+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": "2026-10-23T11:35:33.993604+00:00", "repoId": "RecursiveSI/flint-int4", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5737151", "taskType": "text-generation"}
+{"batchId": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "8be5b78bdba5c4413c1e4ab91a46e27c34642b25d5dc059ad3a11d50d7e33593", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913172+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9afccc643cbf46628ed6655d8de7b9e9", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913287+00:00", "framework": "llamacpp", "intentId": "404fb15deb00488e84323fa5a9a890f3", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913348+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f05c4711b5064376a64a5fa74a279233", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913404+00:00", "framework": "vllm_tokenizer_patch", "intentId": "51277e897a8842d9bbd629001eb14d11", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913457+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5f94f29ba5f14e31bdd817074b6e16c3", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913498+00:00", "framework": "vllm_tokenizer_patch", "intentId": "629d766981884dd89a0e6e0ee0fc2f4c", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913538+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d282ae47bcec41fb9ef287417980551b", "lastModified": "2026-10-22T13:58:47+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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913577+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d5df5ed885db408d90f5bdbe9a0240bf", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913616+00:00", "framework": "vllm_tokenizer_patch", "intentId": "49926bdf651143048edb210d3f1fe2ed", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913655+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4bef782845ea411bb833c36ab85559ab", "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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913694+00:00", "framework": "vllm_tokenizer_patch", "intentId": "7db5284c6c364035a704ba399f8eeda8", "lastModified": "2026-10-22T13:17:57+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": "76a38b65613f4958b7398ab90d476bb5", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:37:06.913733+00:00", "framework": "vllm_tokenizer_patch", "intentId": "5784ff94f59340dc808e670a16b00f42", "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": "41ab83e2b046448bbe46a96505169368", "completedAt": "2026-10-23T11:35:30.173094+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:35:27.276344+00:00", "framework": "vllm_tokenizer_patch", "intentId": "37a35680c22b48d382d8b137323d2dcb", "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": "41ab83e2b046448bbe46a96505169368", "completedAt": "2026-10-23T11:35:30.173091+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:35:27.276276+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0d0cae0c4132404f8848ffe3afd211f0", "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": "41ab83e2b046448bbe46a96505169368", "completedAt": "2026-10-23T11:35:30.173087+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T11:35:27.276207+00:00", "framework": "vllm_tokenizer_patch", "intentId": "2f38349bda944e68a7619fcba38f1572", "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 e31dc34876..177d4d1625 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "efef6df5f7a49749c58fcb3b26f80e654634bccf9b11c9cfcd61972937c01ec6",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "50248d8b69308340f94d16e50cf02ad1073f1b0fddbd75d250284a859b26a0de",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "29e07696fd2d8d42a5982690b42402a8433ff31754afe967eb6189bad9b7f623",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "b0bb54ce6c5f562acbc3dfd3b0f337dfee6ba02310adfcf23f839624f6039523",
-    ".modelhub_state/official_capabilities.json": "6d8ae1b9ca0234da3ec722b8272896f91f7553b126fa006ef64fb5c79872bbaf",
+    ".modelhub_state/market_intelligence.json": "8c043d96c3ea44eddd4c409db7b7310988f7d2889f498824a2944fd7975f9f7b",
+    ".modelhub_state/official_capabilities.json": "4923f3a4a3f46fd7139623ebb04620f032531fbcdfc973d22cf5cfce90d5d4bb",
     ".modelhub_state/outcome_checkpoint.json": "12d5ad52ca33e7b98291210493d76f734d053961f516ec03f7646edab09e7722",
     ".modelhub_state/queue_cleanup_latest.json": "a5fdbd080bd7d139f269c20719bb6aa3a427f9b0e3ced669084c310b6c725457",
     ".modelhub_state/recent_outcomes.jsonl": "c26907b94d0e29da07c78f3ba519875eba74078b8536855c9be477e40170b127",
     ".modelhub_state/recovery_active_tasks.jsonl": "829c766f508a3d2f59f38fa5b0574ff2c2872ebd1b9de2abbb69c9e120f554c1",
-    ".modelhub_state/recovery_intents.jsonl": "b8d124906338bb4e4b4c27627ca46abf84c884354b6f783dc93077aa57dc9112",
+    ".modelhub_state/recovery_intents.jsonl": "dfe813876ed16c39f5e1add5c32491947111d674c25694d03785ae7df08eb8ca",
     ".modelhub_state/routing_intelligence.json": "7266bcd9fc9d060855179e9f7177200f52f39e82cafd1842c19bf700e764f655",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "8e6fa5a49de14d31fa7dcdfc5d31901187f273504356cd8698bd311d297d4da4",
     "outcomes/submissions.jsonl": "73d11b6eccb152111383637bcc7077b563d1ee9b97ba58b04bfc087e3fdd8c4e"
   },
-  "generation": 31541,
-  "phase": "cycle",
+  "generation": 31542,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T11:35:34.226124+00:00",
+  "updatedAt": "2026-10-23T11:37:07.097006+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }