diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index b50c6b37b9..a02d8a684d 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -506,7 +506,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-23T08:05:39.454993+00:00",
+  "generatedAt": "2026-10-23T08:07:21.560663+00:00",
   "summary": {
     "activeBlockCount": 25,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index d1ab9d05fa..3b4097271e 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -423,7 +423,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-23T08:05:39.580054+00:00",
+  "generatedAt": "2026-10-23T08:07:21.664772+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 0c17fd35d7..d0c56fbaf8 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-23T08:05:39.580054+00:00",
+  "catalogUpdatedAt": "2026-10-23T08:07:21.664772+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-23T08:05:39.580054+00:00",
+  "generatedAt": "2026-10-23T08:07:21.664772+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6397,6 +6397,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-23T08:05:39.580054+00:00",
+  "taskTreeUpdatedAt": "2026-10-23T08:07:21.664772+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index dab2c6803d..7e70b996b0 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": "2026-10-23T08:05:49.787660+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": "2026-10-23T08:05:49.790694+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": "2026-10-23T08:05:49.790691+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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "705b8b3614c86a1ac722c97f43e177e84ca20282e9799fffb1b890510d641728", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.445989+00:00", "framework": "llamacpp", "intentId": "ceb8c80f35e042a8966ba19116514eee", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446098+00:00", "framework": "vllm_tokenizer_patch", "intentId": "500d6747454c42958e3a3ffe016744d3", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446155+00:00", "framework": "vllm_tokenizer_patch", "intentId": "09eacc715db84f5abe41cf4a87bdffa0", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446216+00:00", "framework": "vllm_tokenizer_patch", "intentId": "4a03d16926794fc8bd453969f902b75c", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446256+00:00", "framework": "vllm_tokenizer_patch", "intentId": "cf2a2f82d4724dbb8614333305002bf1", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446294+00:00", "framework": "vllm_tokenizer_patch", "intentId": "dfa7a6602ad14c9b9ad7127b6d8f3662", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446332+00:00", "framework": "vllm_tokenizer_patch", "intentId": "401df8e7861a4fe38311df46efff0f05", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446369+00:00", "framework": "vllm_tokenizer_patch", "intentId": "f510b01a797e4b4e9c8e33510b5a4e91", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446407+00:00", "framework": "vllm_tokenizer_patch", "intentId": "8de0e75212cc4f02a0880b600d811d29", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446444+00:00", "framework": "vllm_tokenizer_patch", "intentId": "3ea200e1dc18410b965d61284c25dec9", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446481+00:00", "framework": "vllm_tokenizer_patch", "intentId": "6b4baf41db314a038fae6cfafc0f9584", "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": "873c7537d5b6471f904e8a95cae83b14", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:07:22.446519+00:00", "framework": "vllm_tokenizer_patch", "intentId": "fae6d3a670be4e1cb618d5fffeeebb83", "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": "d90d483f445d4a6099cac511b194e62d", "completedAt": "2026-10-23T08:05:43.516449+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:05:40.731325+00:00", "framework": "vllm_tokenizer_patch", "intentId": "165ab09463ff466abd81192ba9e4d796", "repoId": "InternScience/Sage-A1.5-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Ascend_910-b3", "taskId": null, "taskType": "text-generation"}
 {"batchId": "d90d483f445d4a6099cac511b194e62d", "completedAt": "2026-10-23T08:05:43.516444+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:05:40.731288+00:00", "framework": "vllm_tokenizer_patch", "intentId": "d54c5cd9a4f840498d9e69e0c4feaeed", "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": "d90d483f445d4a6099cac511b194e62d", "completedAt": "2026-10-23T08:05:43.516440+00:00", "configFingerprint": "7b5500238d52e9e2a21471d722bc1636ca047e1a12ba49c491593b86bec602b8", "configSource": "modelhub_live", "createdAt": "2026-10-23T08:05:40.731251+00:00", "framework": "vllm_tokenizer_patch", "intentId": "0f9a521439b740f9afbeb98fcbdda48e", "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 b4fdd955e1..d9d44a18cc 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "6d20a332c3fa64f0ff6e7e2c23179c4f2c3c697f88b91e1c4f5582943800b70f",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "2c35682997eceb571785b894cf46aeed834f4f5af7f227dcaaa43d4c584164d8",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "38eb3485797cd3b49c699d045004e241f6c1ca9c9f6a3dcde4f91691c1b7d85a",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "5099dc8bb74dce824e234b4912653828a65ed0ff6f547b7d16b9a873179b88fc",
-    ".modelhub_state/official_capabilities.json": "982f22044adb03452d91890027dace0ebc219d2d97288969b8fbcd4863ff7ea9",
+    ".modelhub_state/market_intelligence.json": "0577a5b29955faff715734a571f70a1e54b89bbc0619ca2c53b9cd5bc1da54e3",
+    ".modelhub_state/official_capabilities.json": "37e23520e9d718afb1f450e6462b76dfd9bc26fd5d44fac34c14f9b2a8254ff7",
     ".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": "a7628cf4e1911c6393ae074b6619fd78d61f92e3bc9c3ccc3251093c9bc6eeb9",
-    ".modelhub_state/recovery_intents.jsonl": "95e317b3dd7a481483151ec10634a56b2da33fafa9c0424901cb84b1cdb738ac",
+    ".modelhub_state/recovery_intents.jsonl": "832260a0ad7980030aabe3bf6af88f36e59762ac395e7ca19cdf906f2a7a64ba",
     ".modelhub_state/routing_intelligence.json": "4e382f5c9be767c8347887ed71aeb599625dc466de8fe7ea941e8a562bb1c271",
     ".modelhub_state/submission_exclusions.jsonl": "3bb99a0a703cee6767cdaeed2e3d26480ebf6d1cb44552f40bf65c94d9ed58b1",
     ".modelhub_state/worker_crashes.jsonl": "79a82e0be7257a319accaac998e3a6ffc2ee298cd8277e80ede1ae8a4592226f",
     "ledger/submissions.jsonl": "36e55656d4433cd514153459f5a64920d3fb313533175689cd6023f1cc38c32e",
     "outcomes/submissions.jsonl": "fe53c304e532a1c3f3bfdc6d51b1dad2cc97e9626e897137fcc8243662ad3841"
   },
-  "generation": 31190,
-  "phase": "cycle",
+  "generation": 31191,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-23T08:05:50.025521+00:00",
+  "updatedAt": "2026-10-23T08:07:22.617055+00:00",
   "writerId": "0f7b062a06b54242af2a262608ef306f"
 }