diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 8e2a527af0..0332adda05 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T18:20:27.741088+00:00",
+  "generatedAt": "2026-10-25T18:22:04.445355+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index c44404a53c..c25b852fae 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T18:20:27.852132+00:00",
+  "generatedAt": "2026-10-25T18:22:04.559214+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 5c10c663b1..0c3263e347 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T18:20:27.852132+00:00",
+  "catalogUpdatedAt": "2026-10-25T18:22:04.559214+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T18:20:27.852132+00:00",
+  "generatedAt": "2026-10-25T18:22:04.559214+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6903,6 +6903,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T18:20:27.852132+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T18:22:04.559214+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index b9da3cc58a..727f3de411 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3848,6 +3848,18 @@
 {"batchId": "dfcc7d3b56f5432cb796e6c081656d5a", "completedAt": "2026-10-25T16:02:32.089952+00:00", "configFingerprint": "71d6e16091ba0289f01acffc8e39bb8c25703488dc49b9e390e08951fe1f2b33", "configSource": "modelhub_live", "createdAt": "2026-10-25T16:02:29.618576+00:00", "framework": "vllm", "intentId": "e3aa8402c21c4a1ab42a805109958f1b", "lastModified": "2026-10-21T16:25:00+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-4B-Thinking-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T18:20:32.897660+00:00", "repoId": "cyankiwi/DASD-4B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Iluvatar_mrv-100", "taskId": "5785631", "taskType": "text-generation"}
 {"batchId": "657c7d5f77d34704bfebfb34f83b53cc", "completedAt": "2026-10-25T17:23:33.641587+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T17:23:31.377755+00:00", "framework": "vllm_fix_tokenizer", "intentId": "4b92e84de8204f5ea6556d2d8dbe7682", "lastModified": "2026-10-21T16:56:28+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T18:20:32.898550+00:00", "repoId": "cyankiwi/Tongyi-DeepResearch-30B-A3B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5786730", "taskType": "text-generation"}
 {"batchId": "c9f252d16e4d4200ad0c463edd586668", "completedAt": "2026-10-25T18:02:31.047561+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:02:28.648027+00:00", "framework": "vllm-mlu", "intentId": "1c5f77ead5f94dd1b6885f5d4011e6ba", "lastModified": "2026-10-21T15:03:47+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-4B-Thinking-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-25T18:20:32.898547+00:00", "repoId": "cyankiwi/DASD-4B-Thinking-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5787259", "taskType": "text-generation"}
+{"batchId": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631146+00:00", "framework": "vllm-mlu", "intentId": "87ddf8bda52540cea5d8bb3ef013e194", "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": {"dtype": "-", "gpuNum": 1}, "status": "pending", "targetGpu": "Cambricon_mlu-370-x4", "taskType": "text-generation"}
+{"batchId": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631274+00:00", "framework": "vllm_fix_tokenizer", "intentId": "4a8bfe86522a4a8ab7dc8444fda032ce", "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": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631325+00:00", "framework": "vllm_fix_tokenizer", "intentId": "4b67d23340c34f94b6e263368c30918e", "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": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631370+00:00", "framework": "vllm_fix_tokenizer", "intentId": "cc6565aafd514d078ae7bf029c1a6240", "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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631413+00:00", "framework": "vllm_fix_tokenizer", "intentId": "caef50c2af6c40edbefb8813a5a34842", "lastModified": "2026-10-21T16:18:34+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Qwen3-30B-A3B-Thinking-2507-AWQ-4bit", "repoId": "cyankiwi/Qwen3-30B-A3B-Thinking-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631456+00:00", "framework": "vllm_fix_tokenizer", "intentId": "db76fa1d37574836ba34b9f1101c81c2", "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": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631499+00:00", "framework": "vllm_fix_tokenizer", "intentId": "baaed42d8bf246e6bd7213055c304d49", "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": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631553+00:00", "framework": "vllm_fix_tokenizer", "intentId": "11905339581048c0b999ad4fd57e967c", "lastModified": "2026-10-21T16:25:00+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/DASD-4B-Thinking-AWQ-4bit", "repoId": "cyankiwi/DASD-4B-Thinking-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631599+00:00", "framework": "vllm_fix_tokenizer", "intentId": "ee1f3d49483047f7bbe1f97b6d9558fc", "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": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631642+00:00", "framework": "vllm_fix_tokenizer", "intentId": "677b771901cc4db3920792149c1ea7c2", "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": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631685+00:00", "framework": "vllm_fix_tokenizer", "intentId": "71d4b922424e4682ac4b3853afaef990", "lastModified": "2026-10-24T12:01:13+00:00", "modelAddress": "https://modelscope.cn/models/kakarotter/calix", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "f1455d5b95564e0ab2e462c4fc2a9e48", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:22:05.631728+00:00", "framework": "vllm_fix_tokenizer", "intentId": "aeea07336bc34301af2338e4a7c082e4", "lastModified": "2026-10-21T16:56:31+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
 {"batchId": "5babbd1a828a4208b23c0f7f5fe41298", "completedAt": "2026-10-25T18:20:30.930893+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:20:28.524470+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d2d0bbc4c604436f91a7921e7b291695", "repoId": "cyankiwi/NVIDIA-Nemotron-Nano-9B-v2-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "5babbd1a828a4208b23c0f7f5fe41298", "completedAt": "2026-10-25T18:20:30.930890+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:20:28.524428+00:00", "framework": "vllm_fix_tokenizer", "intentId": "841a2aa46b584069b7749930739d9bf4", "repoId": "kakarotter/calix", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "5babbd1a828a4208b23c0f7f5fe41298", "completedAt": "2026-10-25T18:20:30.930888+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T18:20:28.524385+00:00", "framework": "vllm_fix_tokenizer", "intentId": "ce3c5ca3e7e1488b801a98e54bf56d55", "repoId": "cyankiwi/Qwen3-4B-Instruct-2507-AWQ-8bit", "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 588a81eb8e..2a5fd785e9 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "f67100b6c472c45616d6604638d9ed73402dea8d0c1dd1531185d1caca9e1b58",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "16b900c4f9154aefe84691c33801e44bae8aab3e212a83ca202e5e4f5ed0af40",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "858315b3653cdfeebca32bb0ce9712577f1d16920ca8e82bea07547b59462ae2",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "86938e5b8a66177af5380c0c96334b7e26310fd866617d08244f63065e0aa500",
-    ".modelhub_state/official_capabilities.json": "19bad388da3dfd5aa3881d181b5ca0ac75a413878786340bc1e98365094390e6",
+    ".modelhub_state/market_intelligence.json": "736093be5d5fc34a4a11b0584bcac260f92c4ef499634209e58333a5ffd47dcb",
+    ".modelhub_state/official_capabilities.json": "ed924b9c10ebaca854eaa731c670e28b8b25fb610bc847a59699f170aae7c9c5",
     ".modelhub_state/outcome_checkpoint.json": "59b94a9bb3feb46de9776e8ba3c78dadec6c3780631431060815d088fef3df07",
     ".modelhub_state/queue_cleanup_latest.json": "057df969e2051a87bb6c7a4245b3505ac66b790746ad963a8d6637fe89e861de",
     ".modelhub_state/recent_outcomes.jsonl": "2aaadf840f124a48b66154628ebb14de2eb4bfde12cb304e1aaae01c7dbed8de",
     ".modelhub_state/recovery_active_tasks.jsonl": "179247386be7594806c17e5af8f85a785dd4ca5835226518e8bf2860666a0ab2",
-    ".modelhub_state/recovery_intents.jsonl": "b9a0b43ea8c640c581840250ad96d60ed5a8d22258e09a38e66244684275a1ad",
+    ".modelhub_state/recovery_intents.jsonl": "1839b39985c210d08076d435c35a62d19969a5a7f35d2646dd2b747700f3a45d",
     ".modelhub_state/routing_intelligence.json": "c9f831d3813cbe3af6d34637c36a54699f9b28cdaeda0a2e950e196fffc2bff2",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
     "ledger/submissions.jsonl": "8665dd29f35721ee8f978b3672e6c2bf36f49f5cec8826cbbe288affa2ed8399",
     "outcomes/submissions.jsonl": "98524390bbc8978aa147622f38d27fbba8118d93a98db85bfa7c68bafe005243"
   },
-  "generation": 36883,
-  "phase": "cycle",
+  "generation": 36884,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T18:20:33.132541+00:00",
+  "updatedAt": "2026-10-25T18:22:05.803538+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }