diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index a43bde8af6..be76ecb55f 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -483,7 +483,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-25T19:37:58.124123+00:00",
+  "generatedAt": "2026-10-25T19:38:55.977716+00:00",
   "summary": {
     "activeBlockCount": 24,
     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index cf6546bdf2..e73d3cfdd7 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -452,7 +452,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-25T19:37:58.241276+00:00",
+  "generatedAt": "2026-10-25T19:38:56.085563+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index e884f71817..930d884ff5 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-25T19:37:58.241276+00:00",
+  "catalogUpdatedAt": "2026-10-25T19:38:56.085563+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-25T19:37:58.241276+00:00",
+  "generatedAt": "2026-10-25T19:38:56.085563+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -6417,6 +6417,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-25T19:37:58.241276+00:00",
+  "taskTreeUpdatedAt": "2026-10-25T19:38:56.085563+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index d2aa5d76fb..e5632c793d 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3853,6 +3853,18 @@
 {"batchId": "155f6b34a049436b87dcb22e3141d557", "completedAt": "2026-10-25T19:18:15.709049+00:00", "configFingerprint": "36ec94e289a8da5fd70b98a2f401fc5159740daf9e2a076da4fd490f34bcbc0b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:18:02.817234+00:00", "framework": "vllm-mlu", "intentId": "7f5452872010483ca529ff71b9914dab", "lastModified": "2026-10-21T13:30:22+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/Hermes-4-14B-AWQ-8bit", "reason": null, "reconciledAt": "2026-10-25T19:38:09.595926+00:00", "repoId": "cyankiwi/Hermes-4-14B-AWQ-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1}, "status": "recovered_active", "targetGpu": "Cambricon_mlu-370-x4", "taskId": "5788454", "taskType": "text-generation"}
 {"batchId": "155f6b34a049436b87dcb22e3141d557", "completedAt": "2026-10-25T19:18:15.709071+00:00", "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:18:02.817543+00:00", "framework": "vllm_fix_tokenizer", "intentId": "81a32154118b407d86941a78a1f03d3a", "lastModified": "2026-10-21T14:17:13+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T19:38:09.595939+00:00", "repoId": "cyankiwi/MiroThinker-v1.0-30B-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Kunlunxin_p-800", "taskId": "5788453", "taskType": "text-generation"}
 {"batchId": "7a78f533a47d48828bae0dbaf5d5f27e", "completedAt": "2026-10-25T19:38:07.454475+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:05.150139+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f581816a1fb345a2b4e64d1b0a3a988a", "lastModified": "2026-10-21T17:03:19+00:00", "modelAddress": "https://modelscope.cn/models/cyankiwi/MiniCPM-SALA-AWQ-4bit", "reason": null, "reconciledAt": "2026-10-25T19:38:09.598385+00:00", "repoId": "cyankiwi/MiniCPM-SALA-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Vastai_va16", "taskId": "5788765", "taskType": "text-generation"}
+{"batchId": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787174+00:00", "framework": "vllm_fix_tokenizer", "intentId": "04b169be0b124d198927d9efee50cb2a", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787291+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f8d6c1759cc64647a8619617561e105f", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787338+00:00", "framework": "vllm_fix_tokenizer", "intentId": "15d4bd1fde07450aa8d8eba85e1df146", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787381+00:00", "framework": "vllm_fix_tokenizer", "intentId": "9ab7208ce8ee46bd8b4f17a28b70cb8c", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787423+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a6d3997b3be84b69b2930650cc6e4f78", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787466+00:00", "framework": "vllm_fix_tokenizer", "intentId": "075fa1ddd8f348bb876f47e4e92f00e5", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787509+00:00", "framework": "vllm_fix_tokenizer", "intentId": "543ead99101c42d2b844fb70fb728744", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787551+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a00543259f894e21aa1445ee0d73f015", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787594+00:00", "framework": "vllm_fix_tokenizer", "intentId": "6179136ab8414f48a1def85de7917891", "lastModified": "2026-10-25T15:33:35+00:00", "modelAddress": "https://modelscope.cn/models/IFM/Jais-3-3.7B-FP8", "repoId": "IFM/Jais-3-3.7B-FP8", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Vastai_va16", "taskType": "text-generation"}
+{"batchId": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787636+00:00", "framework": "vllm_fix_tokenizer", "intentId": "f5c84feee9404bd99ac8f12078243e1d", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787678+00:00", "framework": "vllm_fix_tokenizer", "intentId": "d6707f8f87164b08aeeb583e04fb43af", "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": "a087c58a65744c198ff842ab842306cf", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:56.787721+00:00", "framework": "vllm_fix_tokenizer", "intentId": "249285f1cdb8419195bb02484d865686", "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": "7a78f533a47d48828bae0dbaf5d5f27e", "completedAt": "2026-10-25T19:38:07.454503+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:05.150540+00:00", "framework": "vllm_fix_tokenizer", "intentId": "43d38419fae94c11b552c65614969625", "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"}
 {"batchId": "7a78f533a47d48828bae0dbaf5d5f27e", "completedAt": "2026-10-25T19:38:07.454499+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:05.150497+00:00", "framework": "vllm_fix_tokenizer", "intentId": "1f8b583b61574ba2ba5a3ac340102452", "repoId": "cyankiwi/Qwen3-4B-Thinking-2507-AWQ-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "capacity_deferred", "targetGpu": "Vastai_va16", "taskId": null, "taskType": "text-generation"}
 {"batchId": "7a78f533a47d48828bae0dbaf5d5f27e", "completedAt": "2026-10-25T19:38:07.454496+00:00", "configFingerprint": "cbe5569cdb6c42553436b837dd5b8f0cfa03334642a56f4ff0137f952f8eb84b", "configSource": "modelhub_live", "createdAt": "2026-10-25T19:38:05.150455+00:00", "framework": "vllm_fix_tokenizer", "intentId": "a405172f66bf44f2a4bf63527f258e0f", "repoId": "IFM/Jais-3-3.7B-FP8", "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 7f0636b1dc..8af6f88be3 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
   "agentVersion": "2026.09.04.4",
   "checksums": {
     ".modelhub_state/account_capacity.json": "dcba3aaffc572d71356556cb3bcabb8461a9595c6aeb2eb36aa7bc895db19c00",
-    ".modelhub_state/architecture_compatibility_blacklist.json": "80a439b9370f9a1744a655e44b4fc70ee553b888f84d7d6b542db2b81c0c54c9",
+    ".modelhub_state/architecture_compatibility_blacklist.json": "048bdb288b1578acec34a3ee295f6d78a7865a0dae5373c0e2cb999b224c711c",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "511af47f4bf69249bd7ea30323445cd579db58eec10d94005d87d6fe849886c9",
-    ".modelhub_state/official_capabilities.json": "91f93585985f513df0747222b6a93f49bad39582a22a5f1d4a763bf99375fd23",
+    ".modelhub_state/market_intelligence.json": "d16b023f7ef9c8f1556f67255a252ab60f0b3d2d768d66c48ab8f8ace4d7dc8c",
+    ".modelhub_state/official_capabilities.json": "1ed17cb6b165b2c0009ba7acb93fac11aa96fa1ee200e5f4a779ad1e39c2623d",
     ".modelhub_state/outcome_checkpoint.json": "9eb51bf8798a0c3169fc1f04465fcc085911532e51282bfc7295fd806323f9e4",
     ".modelhub_state/queue_cleanup_latest.json": "057df969e2051a87bb6c7a4245b3505ac66b790746ad963a8d6637fe89e861de",
     ".modelhub_state/recent_outcomes.jsonl": "1ad35c66fad8161ad82d34c5ce35e7148cc75b2cc784a3d62ae12203110020c8",
     ".modelhub_state/recovery_active_tasks.jsonl": "5eb4ecb3c27f0e9b2f4df875af54126bd10a7764592c4be23c4381049d9f9bd6",
-    ".modelhub_state/recovery_intents.jsonl": "3cf74a391d6dc6c0bf267ac99692027d816688fa879511628664a39a57cd8ba1",
+    ".modelhub_state/recovery_intents.jsonl": "fe2d268321702ecfb17afe8e8493e191040fa0c3e23dce2a9c2f290fe4a35535",
     ".modelhub_state/routing_intelligence.json": "c547e00fddce7ca8d63823930764b8e70ad73f377e1fab2ca033e1cf38476357",
     ".modelhub_state/submission_exclusions.jsonl": "3db506f4d37bc78a9069d6022969e3718fa3eb1dad129907c99f63d5a7300ba1",
     ".modelhub_state/worker_crashes.jsonl": "0fc6c3913ba6a3ff00019bfaff56ce222acc4b192a4ed26e7f61a0bec8699b05",
     "ledger/submissions.jsonl": "6dd4700c798e541869ec8a0bcbc20f08badce85db83b6e46ae6b79708ba4e6ac",
     "outcomes/submissions.jsonl": "44b6e904df8b01dff0252403018c3e42b59363b91183ee5a1d28c677a7e5eac4"
   },
-  "generation": 37012,
-  "phase": "cycle",
+  "generation": 37013,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-25T19:38:09.782355+00:00",
+  "updatedAt": "2026-10-25T19:38:57.000636+00:00",
   "writerId": "7ff73e6204284f23bc2b88b7c29d21d9"
 }