diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index 75171cc551..dd409d717a 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -485,7 +485,7 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-22T11:46:22.271995+00:00",
+  "generatedAt": "2026-10-22T11:48:09.723098+00:00",
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     "byGpuFramework": {
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 088d7714ba..5474554c4f 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -414,7 +414,7 @@
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-  "generatedAt": "2026-10-22T11:46:22.362627+00:00",
+  "generatedAt": "2026-10-22T11:48:09.855054+00:00",
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     "Ascend_910-b4": {
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 6ec224cb3d..dadd40c67a 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-22T11:46:22.362627+00:00",
+  "catalogUpdatedAt": "2026-10-22T11:48:09.855054+00:00",
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     "text-generation"
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@@ -56,7 +56,7 @@
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-  "generatedAt": "2026-10-22T11:46:22.362627+00:00",
+  "generatedAt": "2026-10-22T11:48:09.855054+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
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@@ -6589,6 +6589,6 @@
       "updateTime": "2025-12-22 08:59:53"
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-  "taskTreeUpdatedAt": "2026-10-22T11:46:22.362627+00:00",
+  "taskTreeUpdatedAt": "2026-10-22T11:48:09.855054+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 6e5a85c9d6..1459c38e07 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
 {
-  "generatedAt": "2026-10-22T09:49:37.836079+00:00",
-  "lastSyncTime": "2026-10-22T09:49:37.756605+00:00",
+  "generatedAt": "2026-10-22T11:48:09.620442+00:00",
+  "lastSyncTime": "2026-10-22T11:48:09.066588+00:00",
   "recentLimit": 300,
   "report": {
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@@ -789,13 +789,13 @@
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+          "ambiguous_runtime": 104,
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           "参数/模板问题": 33
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@@ -805,8 +805,8 @@
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+        "total": 177,
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       "Ascend_910-b4|vllm|text-generation": {
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@@ -3364,7 +3364,7 @@
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         "failureBreakdown": {
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+          "ambiguous_runtime": 215,
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@@ -3376,18 +3376,18 @@
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-    "generatedAt": "2026-10-22T09:49:37.821218+00:00",
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     "gpuSummaries": {
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@@ -3423,7 +3423,7 @@
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         "failureBreakdown": {
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@@ -3435,15 +3435,15 @@
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@@ -6274,9 +6274,9 @@
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@@ -6288,8 +6288,8 @@
         "successRate": 0.0,
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       },
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@@ -25427,13 +25427,14 @@
         "decisionSuccessRate": 0.0,
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-        "lastTerminalAt": "2026-10-10T18:42:58.165451+00:00",
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@@ -25441,8 +25442,8 @@
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+        "total": 2,
+        "unresolvedFailureCount": 2
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       "Ascend_910-b4|vllm|text-generation": {
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@@ -25782,19 +25783,19 @@
         "unresolvedFailureCount": 11
       },
       "MetaX_c-500|vllm_tokenizer_patch|text-generation": {
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-        "consecutiveFailures": 5,
+        "attributableFailureCount": 4,
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@@ -25806,7 +25807,7 @@
         "successRate": 0.0,
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       },
       "MetaX_c-500|vllm|text-generation": {
@@ -26120,6 +26121,31 @@
         "total": 4,
         "unresolvedFailureCount": 0
       },
+      "Ascend_910-b4|vllm_tokenizer_patch|text-generation|qwen3|compressed-tensors": {
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+        "consecutiveFailures": 0,
+        "decisionFailureRate": 0.0,
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+        "decisionTotal": 0,
+        "failureBreakdown": {
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+        "failureRate": 1.0,
+        "framework": "vllm_tokenizer_patch",
+        "lastTerminalAt": "2026-10-22T11:48:09.066588+00:00",
+        "modelType": "qwen3",
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+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "compressed-tensors",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Ascend_910-b4",
+        "taskType": "text-generation",
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+        "unresolvedFailureCount": 1
+      },
       "Ascend_910-b4|vllm|text-generation|gemma4|modelopt": {
         "attributableFailureCount": 1,
         "consecutiveFailures": 1,
@@ -27423,31 +27449,6 @@
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       },
-      "MetaX_c-500|vllm_tokenizer_patch|text-generation|spark2_5|compressed-tensors": {
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-        "modelType": "spark2_5",
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-        "platformFailureCount": 0,
-        "quantizationMethod": "compressed-tensors",
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-        "targetGpu": "MetaX_c-500",
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-        "unresolvedFailureCount": 0
-      },
       "Mthreads_s4000|vllm|text-generation|cagliostro|none": {
         "attributableFailureCount": 1,
         "consecutiveFailures": 1,
@@ -32020,6 +32021,30 @@
         "total": 1,
         "unresolvedFailureCount": 0
       },
+      "Ascend_910-b4|vllm_tokenizer_patch|text-generation|qwen3|compressed-tensors|31": {
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+        "decisionFailureRate": 0.0,
+        "decisionSuccessRate": 0.0,
+        "decisionTotal": 0,
+        "failureBreakdown": {
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+        "failureCount": 1,
+        "failureRate": 1.0,
+        "framework": "vllm_tokenizer_patch",
+        "loadSizeLog2Bucket": 31,
+        "modelType": "qwen3",
+        "pendingCount": 0,
+        "pendingRate": 0.0,
+        "platformFailureCount": 0,
+        "quantizationMethod": "compressed-tensors",
+        "successCount": 0,
+        "successRate": 0.0,
+        "targetGpu": "Ascend_910-b4",
+        "taskType": "text-generation",
+        "total": 1,
+        "unresolvedFailureCount": 1
+      },
       "Ascend_910-b4|vllm_tokenizer_patch|text-generation|qwen3|compressed-tensors|34": {
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         "decisionFailureRate": 0.0,
@@ -60645,15 +60670,15 @@
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     },
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-    "totalRecords": 18509,
+    "terminalRecords": 17971,
+    "totalRecords": 18510,
     "totals": {
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       "decisionFailureRate": 0.8657,
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       "decisionTotal": 7341,
       "failureBreakdown": {
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+        "ambiguous_runtime": 4670,
         "architecture_compatibility": 212,
         "attention_backend": 3,
         "backend_operator": 135,
@@ -60669,15 +60694,15 @@
         "日志缺失": 719,
         "验证失败": 676
       },
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       "successCount": 986,
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-      "total": 17970,
-      "unresolvedFailureCount": 9658
+      "total": 17971,
+      "unresolvedFailureCount": 9659
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     "warnings": [
       "GPU Ascend_910-b3 本地统计失败率偏高（≥50%），建议重点关注。",
@@ -60740,6 +60765,6 @@
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-  "summarizedRecords": 18509,
+  "summarizedRecords": 18510,
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 }
diff --git a/.modelhub_state/recent_outcomes.jsonl b/.modelhub_state/recent_outcomes.jsonl
index b3607962ba..7f3e1adde0 100644
--- a/.modelhub_state/recent_outcomes.jsonl
+++ b/.modelhub_state/recent_outcomes.jsonl
@@ -2,6 +2,7 @@
 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-22T05:17:40.370435+00:00", "modelId": "cyankiwi/Ornith-1.0-35B-AWQ-FP8", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-22T05:16:38+00:00", "targetGpu": "MetaX_c-500", "taskId": "5679352", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-10-21T22:50:14.367494+00:00", "modelId": "bench-labs/cagliostro-v3.5", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-10-21T22:49:00+00:00", "targetGpu": "Iluvatar_bi-150", "taskId": "5353414", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "framework_architecture_unsupported", "failureAction": "block_gpu_framework_architecture", "failureCategory": "framework_architecture_unsupported", "failureClassificationReason": "explicit_framework_model_unsupported", "failureCode": "MODEL_NOT_SUPPORTED", "failureDetectedFramework": "vllm", "failureDeterministic": true, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": false, "failureScope": "model_gpu_framework", "failureUnsupportedModelTypes": ["qwen3_5_moe"], "framework": "vllm", "lastSyncTime": "2026-10-21T21:16:24.481139+00:00", "modelId": "cyankiwi/Ornith-1.0-35B-AWQ-INT4", "modelProfile": {}, "outcome": "failed", "status": "success", "submitTime": "2026-10-21T21:15:43+00:00", "targetGpu": "MetaX_c-500", "taskId": "5684052", "taskType": "text-generation", "verifyResult": -1}
+{"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "driver_error", "failureCode": "DRIVER_ERROR", "failureDetectedFramework": "vllm", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-22T11:48:09.066588+00:00", "modelId": "cyankiwi/AgentCPM-Explore-AWQ-4bit", "modelProfile": {"architectures": ["Qwen3ForCausalLM"], "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 3600063736, "estimatedRequiredGiB": 4.041, "gpuMemoryEvidence": {"memoryGiB": 32.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 32.0, "maximumRepositorySizeGiB": 26.667, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3", "modelscopeFileSize": 3615960571, "modelscopeLicense": "apache-2.0", "modelscopeParams": 4411424256, "modelscopeTags": ["license:apache-2.0", "model_type:qwen3", "library:safetensors", "library:pytorch", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 3615960571}, "outcome": "failed", "status": "success", "submitTime": "2026-10-21T16:45:57.061933+00:00", "targetGpu": "Ascend_910-b4", "taskId": "5698067", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "model_load", "failureAction": "inspect_root_exception_then_llm_if_unknown", "failureCategory": "model_load", "failureClassificationReason": "broad_load_error", "failureCode": "MODEL_LOAD_FAILED", "failureDetectedFramework": "llamacpp", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "model_gpu_framework", "framework": "llamacpp", "lastSyncTime": "2026-10-19T02:18:02.861795+00:00", "modelId": "ornith-ai/Ornith-1.5-9B-GGUF", "modelProfile": {}, "outcome": "failed", "status": "success", "submitTime": "2026-10-19T02:17:42+00:00", "targetGpu": "Ascend_910-b3", "taskId": "4332393", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "missing_structured_error_code", "failureCode": null, "failureDetectedFramework": "llamacpp", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "llamacpp", "lastSyncTime": "2026-10-18T23:11:19.047759+00:00", "modelId": "ornith-ai/Ornith-1.5-9B-GGUF", "modelProfile": {}, "outcome": "failed", "status": "success", "submitTime": "2026-10-18T23:07:42+00:00", "targetGpu": "hygon_k100-ai", "taskId": "4376891", "taskType": "text-generation", "verifyResult": -1}
 {"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "missing_structured_error_code", "failureCode": null, "failureDetectedFramework": "llamacpp", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "llamacpp", "lastSyncTime": "2026-10-18T20:30:33.153730+00:00", "modelId": "ornith-ai/Ornith-1.0-9B-GGUF", "modelProfile": {}, "outcome": "failed", "status": "success", "submitTime": "2026-10-18T20:15:43+00:00", "targetGpu": "hygon_k100-ai", "taskId": "4353479", "taskType": "text-generation", "verifyResult": -1}
@@ -297,4 +298,3 @@
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diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 4f996de73e..541a07685c 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3715,6 +3715,18 @@
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diff --git a/manifest.json b/manifest.json
index 52724b23d0..3a3c0defa3 100644
--- a/manifest.json
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     ".modelhub_state/recovery_active_tasks.jsonl": "6648e4f6df0edc75d10135744772662562d49a7a3a26b67485f83bb8dd3ec8af",
-    ".modelhub_state/recovery_intents.jsonl": "8ad8bc521efe9ba63e9d82ff069b03e4dace2883834335e317bafedc68fd0b77",
+    ".modelhub_state/recovery_intents.jsonl": "44352f5700fe294ad92e7ee94ff248fc807b0af285547e80430eb556bbd1854e",
     ".modelhub_state/routing_intelligence.json": "3b22990058891136517194c8e64343a31d2e046aa05a19f75ff14f181b0346be",
     ".modelhub_state/submission_exclusions.jsonl": "e2677e09d968a0c44c65d7c030b9c8ea2c9d39dc378ce302c2a309ab54d600d9",
     ".modelhub_state/worker_crashes.jsonl": "55ae96a720edf99ab4f90d3da3465977d66990ab194b8b0e7db7d1ff59682921",
     "ledger/submissions.jsonl": "0bfe4ace6f53989d5aef7d5da53aaa964994dcadee859c554c3112d416220540",
-    "outcomes/submissions.jsonl": "0bb20cbd37d70260ba2a3c07093c7cf2fffc130f7627cc8e5f0c71e75ab684cb"
+    "outcomes/submissions.jsonl": "d5926e6164a0db9cc2cdf9fc17f033390cda96489172502a7899fc846fadd90b"
   },
-  "generation": 29252,
-  "phase": "cycle",
+  "generation": 29253,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-22T11:46:37.347095+00:00",
+  "updatedAt": "2026-10-22T11:48:11.357443+00:00",
   "writerId": "f8795cac6afa4a14b81a33808cc7d9c0"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 497de6f65d..6140972233 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -1066,7 +1066,6 @@
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 {"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-22T00:35:04.572873+00:00", "modelId": "cyankiwi/IQuest-Coder-V1-40B-Loop-Instruct-AWQ-4bit", "modelProfile": {"architectures": ["IQuestLoopCoderForCausalLM"], "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 23517027912, "estimatedRequiredGiB": 26.285, "gpuMemoryEvidence": {"memoryGiB": 32.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 32.0, "maximumRepositorySizeGiB": 26.667, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "iquestloopcoder", "modelscopeFileSize": 23519230439, "modelscopeLicense": "other", "modelscopeParams": 39794696320, "modelscopeTags": ["license:other", "model_type:iquestloopcoder", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 23519230439}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-21T16:34:58.757529+00:00", "targetGpu": "Ascend_910-b4", "taskId": "5697881", "taskType": "text-generation", "verifyResult": null}
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 {"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-22T01:48:35.534532+00:00", "modelId": "cyankiwi/Jan-v1-4B-AWQ-8bit", "modelProfile": {"architectures": ["Qwen3ForCausalLM"], "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 5416721872, "estimatedRequiredGiB": 6.072, "gpuMemoryEvidence": {"memoryGiB": 32.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 32.0, "maximumRepositorySizeGiB": 26.667, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3", "modelscopeFileSize": 5432695383, "modelscopeLicense": "apache-2.0", "modelscopeParams": 4411424256, "modelscopeTags": ["license:apache-2.0", "model_type:qwen3", "library:safetensors", "library:pytorch", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 5432695383}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-21T17:47:55.527983+00:00", "targetGpu": "Ascend_910-b4", "taskId": "5698916", "taskType": "text-generation", "verifyResult": null}
 {"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-22T02:04:58.058371+00:00", "modelId": "cyankiwi/Olmo-3.1-32B-Instruct-AWQ-4bit", "modelProfile": {"architectures": ["Olmo3ForCausalLM"], "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 19609154304, "estimatedRequiredGiB": 21.926, "gpuMemoryEvidence": {"memoryGiB": 32.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 32.0, "maximumRepositorySizeGiB": 26.667, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "olmo3", "modelscopeFileSize": 19619096698, "modelscopeLicense": "apache-2.0", "modelscopeParams": 32233522176, "modelscopeTags": ["license:apache-2.0", "model_type:olmo3", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": "compressed-tensors", "repositoryOnDiskBytes": 19619096698}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-21T18:03:43.373842+00:00", "targetGpu": "Ascend_910-b4", "taskId": "5699141", "taskType": "text-generation", "verifyResult": null}
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