diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index bf75eb5d16..4f4718e910 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T08:53:37.756983+00:00",
+  "generatedAt": "2026-10-23T08:55:16.864428+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index a99d362491..f1a60b8bad 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -423,7 +423,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T08:53:37.860218+00:00",
+  "generatedAt": "2026-10-23T08:55:16.959023+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 410c4511cc..8d4e00acae 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T08:53:37.860218+00:00",
+  "catalogUpdatedAt": "2026-10-23T08:55:16.959023+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T08:53:37.860218+00:00",
+  "generatedAt": "2026-10-23T08:55:16.959023+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6498,6 +6498,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T08:53:37.860218+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T08:55:16.959023+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index ab462fdb25..088139d880 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3730,6 +3730,18 @@
 {"batchId": "a6a98b5ac1794d7a89d0a235710ba4d7", "completedAt": "2026-10-23T05:27:08.239197+00:00", "configFingerprint": "91915287b76ea7e05cad914ff86bc370079e1da493390c06596dc5d6300af314", "configSource": "modelhub_live", "createdAt": "2026-10-23T05:27:05.307683+00:00", "framework": "llamacpp", "intentId": "483aa2032fd547debfa74e8cfbeb84aa", "lastModified": "2026-10-22T14:16:42+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5-Q8_0-GGUF", "reason": null, "reconciledAt": "2026-10-23T08:53:45.218433+00:00", "repoId": "InternScience/Sage-A1.5-Q8_0-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "recovered_active", "targetGpu": "Mthreads_s4000", "taskId": "5732271", "taskType": "text-generation"}
 {"batchId": "8e43cbd26fe548c98f4f7ff05dee09b1", "completedAt": "2026-10-23T06:45:39.646340+00:00", "configFingerprint": "57aceff29ff69c4fb34602873529ff182196395d82e08b39e53f9350ca14eca7", "configSource": "modelhub_live", "createdAt": "2026-10-23T06:45:25.754958+00:00", "framework": "llamacpp", "intentId": "ce4aac32cffa4323bd78c31ff8fca0e9", "lastModified": "2026-10-21T03:15:59+00:00", "modelAddress": "https://modelscope.cn/models/XHToken/Spark-X2.6-4B-GGUF", "reason": null, "reconciledAt": "2026-10-23T08:53:45.218893+00:00", "repoId": "XHToken/Spark-X2.6-4B-GGUF", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 2048}, "status": "recovered_active", "targetGpu": "Ascend_910-b3", "taskId": "5733467", "taskType": "text-generation"}
 {"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": "2026-10-23T08:53:45.218891+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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.608709+00:00", "framework": "llamacpp", "intentId": "20fb10e9085e40aaa938ea2fbf7c19b4", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.608826+00:00", "framework": "vllm_tokenizer_patch", "intentId": "696bebdf09ff40769acb1f290dccdb85", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.608884+00:00", "framework": "vllm_tokenizer_patch", "intentId": "b5fcac0d97c64a74b436ce96a3e99b3a", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.608935+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4b9c811162af4c4584336502f6d169d2", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.608976+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8b0933885a104653899888b95470d738", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.609021+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4c6fcaf6a08c4784ac6fd32d0aac51ac", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.609059+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9ce433a24afd4aefaac08c8da1e126a0", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.609098+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fc7c33cd8612437096b2af8dee5bb72d", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.609136+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3bb62f79d93d471d896e9edea90afda9", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.609175+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ef426e7b088b41b990abf0e8d21e42db", "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": "Ascend_910-b3", "taskType": "text-generation"}
+{"batchId": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.609220+00:00", "framework": "vllm_tokenizer_patch", "intentId": "979c4b1b0b894bd1a390b493177eec43", "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": "a7dc39307c6948f3ab59ad722f217b9a", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:55:17.609258+00:00", "framework": "vllm_tokenizer_patch", "intentId": "84138b87c15040e3ac8f31bade51bbaf", "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": "8a34638bb77a48ddaa558712ced9184d", "completedAt": "2026-10-23T08:53:40.998418+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:53:38.460529+00:00", "framework": "vllm_tokenizer_patch", "intentId": "ad4fd46648c443cca72d2362fb5ba5c2", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "8a34638bb77a48ddaa558712ced9184d", "completedAt": "2026-10-23T08:53:40.998414+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:53:38.460463+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3486b0275bd640a9b49185366d7d58a8", "repoId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "8a34638bb77a48ddaa558712ced9184d", "completedAt": "2026-10-23T08:53:40.998410+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:53:38.460398+00:00", "framework": "vllm_tokenizer_patch", "intentId": "9a9f0b0147d54ee5a3de499d0b436f06", "repoId": "cyankiwi/Kimi-Linear-48B-A3B-Instruct-AWQ-8bit", "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 c0c4459d5e..ad5a4f9b1d 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "f4978078e1638930bf1ff114f51d2efbaa03527c6b57cdfccbbe15bcbd2943a0",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "3a0914d46b35b7f8443770fb4f1378bf59dd9fa520be717ab04b9be136c37ab4",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "a12a94a765d8ed1a7aae1e881f56f3d1d1e8d2435d82de1e164678d1b9faecab",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "8b9a47d3adde2974eb3427ebffd2dad22aa8b507e47b34c77cbf0cf395ce6b3a",
-    ".modelhub_state/official_capabilities.json": "523585b10f76ae4962a00c523eacc1fc59a5df337fba3471b292428b0424d3c9",
+    ".modelhub_state/market_intelligence.json": "95120c5dce4af095a0e42257443f8e48a1489ccb6887eb7b15261670f48038f6",
+    ".modelhub_state/official_capabilities.json": "0aaea281ae8186d67c5a4f834c5473a405c4c456dcea74370d0f95f9ed6def64",
     ".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": "361d33e14d68a96db5b18d47efdc9ce4844390824a1d11ce8387801b19ac7de4",
-    ".modelhub_state/recovery_intents.jsonl": "c0edc3c59ce2087ca3d3ac2992c5262abc28b9d904caa53d654d49b187599cec",
+    ".modelhub_state/recovery_intents.jsonl": "80f269a678fcd6a59604507faec510fd263ce7d19dddcc073148ff4ef124687a",
     ".modelhub_state/routing_intelligence.json": "67377f6797bfd83d702f132b4c65c1cd42eab3e51bb779e2983077bde6c42239",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "36e55656d4433cd514153459f5a64920d3fb313533175689cd6023f1cc38c32e",
     "outcomes/submissions.jsonl": "fe53c304e532a1c3f3bfdc6d51b1dad2cc97e9626e897137fcc8243662ad3841"
   },
-  "generation": 31268,
-  "phase": "cycle",
+  "generation": 31269,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T08:53:45.490777+00:00",
+  "updatedAt": "2026-10-23T08:55:17.783299+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }