diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 68a62c1f27..d835d39cf0 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -525,7 +525,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T23:32:18.534705+00:00",
+  "generatedAt": "2026-10-25T23:33:55.143907+00:00",
   "summary": {
     "activeBlockCount": 26,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index a4a19b88e8..2153d93a6b 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T23:32:18.669060+00:00",
+  "generatedAt": "2026-10-25T23:33:55.260839+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 17b65e64b4..a1127e148c 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T23:32:18.669060+00:00",
+  "catalogUpdatedAt": "2026-10-25T23:33:55.260839+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T23:32:18.669060+00:00",
+  "generatedAt": "2026-10-25T23:33:55.260839+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6739,6 +6739,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T23:32:18.669060+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T23:33:55.260839+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index ca3d0d72e5..f98f964afc 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3885,6 +3885,18 @@
 {"batchId": "3c2b60a64e6540df97130c652f097698", "completedAt": "2026-10-25T22:49:31.527493+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:49:29.292851+00:00", "framework": "vllm_fix_tokenizer", "intentId": "fc1f292a6f634831bdba3f135144bab4", "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": "2026-10-25T23:32:23.701788+00:00", "repoId": "cyankiwi/ERNIE-4.5-21B-A3B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5791537", "taskType": "text-generation"}
 {"batchId": "bffdf48556ed446482c287c92df3aa65", "completedAt": "2026-10-25T22:52:00.993897+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T22:51:58.617948+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d360c72fe420426a914cc694973b2a17", "lastModified": "2026-10-22T14:13:07+00:00", "modelAddress": "https://modelscope.cn/models/InternScience/Sage-A1.5", "reason": null, "reconciledAt": "2026-10-25T23:32:23.700042+00:00", "repoId": "InternScience/Sage-A1.5", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5791562", "taskType": "text-generation"}
 {"batchId": "39db3005c8f04577b15cb0dc1617a704", "completedAt": "2026-10-25T23:11:08.828661+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:11:05.685574+00:00", "framework": "vllm_fix_tokenizer", "intentId": "93ce57f9e5ba449b9a40439a6eb35841", "lastModified": "2026-10-21T16:18:34+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-30B-A3B-Thinking-2507-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T23:32:23.701519+00:00", "repoId": "cyankiwi/Qwen3-30B-A3B-Thinking-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5791777", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.504754+00:00", "framework": "vllm_fix_tokenizer", "intentId": "9e9852e865a54a46b6ea98e7c79315ab", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/GLM-4.7-Flash-AWQ-4bit", "repoId": "cyankiwi/GLM-4.7-Flash-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.504896+00:00", "framework": "vllm_fix_tokenizer", "intentId": "e1797bc8b1674544ba2a2d0e43001162", "lastModified": "2026-10-25T14:40:45+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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.504979+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d12e9021a8c3442ca51ec3957284e0d3", "lastModified": "2026-10-25T13:17:58+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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505057+00:00", "framework": "vllm_fix_tokenizer", "intentId": "2183a4770b8542258367df84de24de00", "lastModified": "2026-10-21T16:21:36+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/AgentCPM-Report-AWQ-8bit", "repoId": "cyankiwi/AgentCPM-Report-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505134+00:00", "framework": "vllm_fix_tokenizer", "intentId": "8ded6d2137324b0fb5a6c3f0a98f90b9", "lastModified": "2026-10-21T16:19:53+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "repoId": "cyankiwi/DASD-30B-A3B-Thinking-Preview-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505222+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a4e6d226139b440ba9d4d99cc31946a7", "lastModified": "2026-10-21T16:38:24+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Instruct-2507-AWQ-8bit", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-8bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505299+00:00", "framework": "vllm_fix_tokenizer", "intentId": "108a9df703fb43afa1968b4a11d9ec25", "lastModified": "2026-10-21T17:19:00+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Hermes-4.3-36B-AWQ-4bit", "repoId": "cyankiwi/Hermes-4.3-36B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505377+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6fcc42c89a45404bbb25c3d67c5c4b31", "lastModified": "2026-10-25T15:32:31+00:00", "modelAddress": "https://modelscope.cn/models/IFM/Jais-3-7B-FP8", "repoId": "IFM/Jais-3-7B-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505453+00:00", "framework": "vllm_fix_tokenizer", "intentId": "ca39289582294bbcae9bf1d3176820ca", "lastModified": "2026-10-21T17:12:48+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-4B-Thinking-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-4B-Thinking-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505530+00:00", "framework": "vllm_fix_tokenizer", "intentId": "7f806f6b401f404e8ef8cdc8564c80e1", "lastModified": "2026-10-21T19:08:45+00:00", "modelAddress": "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Instruct-5bit", "repoId": "mlx-community/LFM2.5-1.2B-Instruct-5bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505605+00:00", "framework": "vllm_fix_tokenizer", "intentId": "c18b22c8fbec40a6a631421146b192ff", "lastModified": "2026-10-21T19:08:38+00:00", "modelAddress": "https://modelscope.cn/models/mlx-community/LFM2.5-1.2B-Thinking-4bit", "repoId": "mlx-community/LFM2.5-1.2B-Thinking-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "9043ad787ca24474839907c166a5892a", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:33:56.505682+00:00", "framework": "vllm_fix_tokenizer", "intentId": "bcce7cf465994269a731ed4828076346", "lastModified": "2026-10-21T16:18:09+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Nemotron-Orchestrator-8B-AWQ-4bit", "repoId": "cyankiwi/Nemotron-Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
 {"batchId": "0bfbe9c62cf140a6838f60818e0a4c33", "completedAt": "2026-10-25T23:32:21.822272+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:32:19.368016+00:00", "framework": "vllm_fix_tokenizer", "intentId": "1daeffc0b6b54673b712f515edcd90b3", "repoId": "cyankiwi/Nemotron-Orchestrator-8B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "0bfbe9c62cf140a6838f60818e0a4c33", "completedAt": "2026-10-25T23:32:21.822268+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:32:19.367927+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f955ebf19b5d459c948e19b4b63b3644", "repoId": "mlx-community/LFM2.5-1.2B-Thinking-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "0bfbe9c62cf140a6838f60818e0a4c33", "completedAt": "2026-10-25T23:32:21.822265+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T23:32:19.367885+00:00", "framework": "vllm_fix_tokenizer", "intentId": "b4b905b48bc74900a4f5477e3cc9c02a", "repoId": "mlx-community/LFM2.5-1.2B-Instruct-5bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 5212e9f373..6960bea633 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "102f1683aa366c7a6f9b3c9239a4446559992854173933b35a5360bee1557ee6",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "99a6241732fefe828ea19582f49dce6cc646a4b34adc9af60a8474e4e5ae0edd",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "2abc4cb0318bf278606a1878230826f9dcdcf0729a475b16aa51e1ca04b35f49",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "9890d088323705af1661bded0c23e7de3da10a625e91294251e2cd26f5d27bc6",
-    ".modelhub_state/official_capabilities.json": "e5015fdd3890f40b9d18a2b1e705104d8c2d16550a5f3a24c1d71800388df951",
+    ".modelhub_state/market_intelligence.json": "c50bc9c9bab18e17a6f05e6029aa236ffb0b926b0359d01ce17ee47259d2bfb9",
+    ".modelhub_state/official_capabilities.json": "ad51a6a184cb008b622e57f63582c8b8e517fac07800910558905a7f8b222f2a",
     ".modelhub_state/outcome_checkpoint.json": "7009d754059dfd12c5e2191d16373f32c4ecdd4eb82327f38ccd6772c7114024",
     ".modelhub_state/queue_cleanup_latest.json": "dffb9f23420daa69cbe43a7f37606d700401933404fc6ab34511544341376e1e",
     ".modelhub_state/recent_outcomes.jsonl": "dbf917e31e079fc19ce41a5a03f8eaf43d53e6d998858b6bef065b58f8fff060",
     ".modelhub_state/recovery_active_tasks.jsonl": "cc6cf3fc10732cb9a933855bdafe0e1d51b5560068c7f1a88f624b9b86fd1579",
-    ".modelhub_state/recovery_intents.jsonl": "7269e63d406da738c9151facc62b240b6a6f87eb36b8efac1d1418eab46c1668",
+    ".modelhub_state/recovery_intents.jsonl": "3d7a2976ec74b001e9444c6e831c2799f49ce0ef895b85772db4c9f22740250b",
     ".modelhub_state/routing_intelligence.json": "d36c4530ebd8ac490abd0bb14d80a5d0232887f1a593cf7a11adcf90dd41b440",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
     "ledger/submissions.jsonl": "1d7a1864ea1c7a0daf410ba0e6cc2528d919962c68c5bb6f30248b248c2d628d",
     "outcomes/submissions.jsonl": "8de932cc0816a1bb0604f0c4b062f97008ede7f794b2bf45dbdd6fd171309748"
   },
-  "generation": 37363,
-  "phase": "cycle",
+  "generation": 37364,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T23:32:23.917029+00:00",
+  "updatedAt": "2026-10-25T23:33:56.680436+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }