diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index e4553f1146..a564681efd 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -1288,6 +1288,25 @@
       "targetGpu": "hygon_k100-ai",
       "taskType": "text-generation"
     },
+    "hygon_k100-ai|vllm-patch-tokenizer|text-generation|model_type:qwen3_5": {
+      "architectureSignature": "model_type:qwen3_5",
+      "architectures": [],
+      "evidenceCount": 1,
+      "expiresAt": "2026-11-05T09:15:23.045201+00:00",
+      "framework": "vllm-patch-tokenizer",
+      "latestFailureAt": "2026-10-06T09:15:23.045201+00:00",
+      "latestSuccessfulAt": null,
+      "matchType": "model_type",
+      "modelType": "qwen3_5",
+      "sourceModelIds": [
+        "ddalcu/Qwen3.8-27B-MLX-Serve-iQ-MLX-3.8bpw"
+      ],
+      "sourceTaskIds": [
+        "5320526"
+      ],
+      "targetGpu": "hygon_k100-ai",
+      "taskType": "text-generation"
+    },
     "hygon_k100-ai|vllm-patch-tokenizer|text-generation|model_type:qwen3_5_moe": {
       "architectureSignature": "model_type:qwen3_5_moe",
       "architectures": [],
@@ -2779,9 +2798,9 @@
       "taskType": "text-generation"
     }
   },
-  "generatedAt": "2026-10-07T03:30:07.043765+00:00",
+  "generatedAt": "2026-10-07T03:40:16.204864+00:00",
   "summary": {
-    "activeBlockCount": 140,
+    "activeBlockCount": 141,
     "byGpuFramework": {
       "Ascend_910-b3|vllm": 9,
       "Ascend_910-b3|vllm_tokenizer_patch": 7,
@@ -2806,7 +2825,7 @@
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       "Vastai_va16|vllm_fix_tokenizer": 2,
       "hygon_k100-ai|vllm": 8,
-      "hygon_k100-ai|vllm-patch-tokenizer": 3
+      "hygon_k100-ai|vllm-patch-tokenizer": 4
     },
     "ttlDays": 30
   }
diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 5efdf30151..d12a64d900 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -434,7 +434,7 @@
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   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-07T03:36:58.603226+00:00",
+  "generatedAt": "2026-10-07T03:43:43.538441+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 0b3c850238..7fa64f65b7 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-07T03:36:58.603226+00:00",
+  "catalogUpdatedAt": "2026-10-07T03:43:43.538441+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
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   "errors": [],
-  "generatedAt": "2026-10-07T03:36:58.603226+00:00",
+  "generatedAt": "2026-10-07T03:47:01.756817+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -150,5850 +150,5984 @@
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+        "visual-multi-modal"
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+    },
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-      "updatedAt": "2026-10-07T00:34:03.879255+00:00"
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diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index c24c693537..4c3312b7e1 100644
--- a/.modelhub_state/outcome_checkpoint.json
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index 816cd8cd1e..3c5f6af70c 100644
--- a/.modelhub_state/queue_cleanup_latest.json
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+      "architectureMatchScope": "exact_framework",
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+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
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+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
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+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
+      "gpuType": "hygon_k100-ai",
+      "modelId": "prithivMLmods/Nexus-9B-CodeCore-Merge",
+      "reason": "known_framework_architecture_incompatible",
+      "status": "waiting",
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+      "architectureMatchScope": "exact_framework",
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+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
+      "gpuType": "hygon_k100-ai",
+      "modelId": "mlx-community/MiMo-V2.6-Distill-Qwen-9B-OptiQ-4bit",
+      "reason": "known_framework_architecture_incompatible",
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+      "architectureMatchScope": "exact_framework",
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+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
+      "gpuType": "hygon_k100-ai",
+      "modelId": "Youssofal/Qwen3.6-27B-MTPLX-Optimized",
+      "reason": "known_framework_architecture_incompatible",
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+    },
+    {
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+      "architectureBlockExpiresAt": "2026-11-05T09:15:23.045201+00:00",
+      "architectureMatchScope": "exact_framework",
+      "architectureMatchType": "model_type",
+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
+      "gpuType": "hygon_k100-ai",
+      "modelId": "ukisai/Swift-1.5-3bit-MLX-TextOnly",
+      "reason": "known_framework_architecture_incompatible",
+      "status": "waiting",
+      "taskId": 5320892,
+      "taskType": "text-generation"
+    },
+    {
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+      "architectureBlockEvidenceCount": 1,
+      "architectureBlockExpiresAt": "2026-11-05T09:15:23.045201+00:00",
+      "architectureMatchScope": "exact_framework",
+      "architectureMatchType": "model_type",
+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
+      "gpuType": "hygon_k100-ai",
+      "modelId": "rapid-mlx/Qwen3.8-27B-4bit-MTP-fp16-MLX",
+      "reason": "known_framework_architecture_incompatible",
+      "status": "waiting",
+      "taskId": 5320020,
+      "taskType": "text-generation"
+    },
+    {
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+      "architectureBlockExpiresAt": "2026-11-05T09:15:23.045201+00:00",
+      "architectureMatchScope": "exact_framework",
+      "architectureMatchType": "model_type",
+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
+      "gpuType": "hygon_k100-ai",
+      "modelId": "prithivMLmods/Orion-9B-Agentic-CodeCore-Merge",
+      "reason": "known_framework_architecture_incompatible",
+      "status": "waiting",
+      "taskId": 5320854,
+      "taskType": "text-generation"
+    },
+    {
+      "accountIndex": 12,
+      "architectureBlockEvidenceCount": 1,
+      "architectureBlockExpiresAt": "2026-11-05T09:15:23.045201+00:00",
+      "architectureMatchScope": "exact_framework",
+      "architectureMatchType": "model_type",
+      "architectureSignature": "model_type:qwen3_5",
+      "architectureSignatures": [
+        "model_type:qwen3_5"
+      ],
+      "cleanupReasons": [
+        "known_framework_architecture_incompatible"
+      ],
+      "evaluatedFrameworks": [
+        "vllm-patch-tokenizer"
+      ],
+      "framework": "vllm-patch-tokenizer",
+      "gpuType": "hygon_k100-ai",
+      "modelId": "groxaxo/Hemmingway-1-oQ5-MLX",
+      "reason": "known_framework_architecture_incompatible",
+      "status": "waiting",
+      "taskId": 5343702,
+      "taskType": "text-generation"
+    }
+  ],
   "certainOomCount": 0,
   "certainOomTasks": [],
-  "cleanupCandidateCount": 0,
+  "cleanupCandidateCount": 13,
   "dryRun": false,
   "listingErrors": {},
   "modelAgeErrors": {},
@@ -154,18 +709,18 @@
   ],
   "oldOverflowCount": 0,
   "oldOverflowTasks": [],
-  "policyCancelledRecorded": 0,
+  "policyCancelledRecorded": 13,
   "policyNoLongerAppliesCount": 0,
   "policyNoLongerAppliesTasks": [],
   "recentModelDays": 7,
   "recentModelReserveSlots": 5,
   "repositorySizeErrors": {},
-  "repositorySizesComplete": 312,
+  "repositorySizesComplete": 0,
   "skipped": {
-    "fitsKnownCapacity": 1170,
+    "fitsKnownCapacity": 0,
     "gpuCapacityUnknown": 0,
     "repositorySizeUnknown": 0
   },
   "stopErrors": [],
-  "uniqueModels": 312
+  "uniqueModels": 311
 }
diff --git a/.modelhub_state/recent_outcomes.jsonl b/.modelhub_state/recent_outcomes.jsonl
index 1312143511..c86cd0a7df 100644
--- a/.modelhub_state/recent_outcomes.jsonl
+++ b/.modelhub_state/recent_outcomes.jsonl
@@ -1,3 +1,4 @@
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 {"failReason": "ambiguous_runtime", "failureAction": "send_compact_profile_and_root_exception_to_llm", "failureCategory": "ambiguous_runtime", "failureClassificationReason": "execute_empty_result", "failureCode": "EXECUTE_EMPTY_RESULT", "failureDeterministic": false, "failureEnrichmentAttempts": 1, "failureEnrichmentError": null, "failureNeedsLlm": true, "failureScope": "unknown", "framework": "vllm_fix_tokenizer", "lastSyncTime": "2026-10-06T19:00:42.266417+00:00", "modelId": "mlx-community/gpt-oss-20b-OptiQ-4bit", "modelProfile": {"architectures": ["GptOssForCausalLM"], "configFingerprint": "16f74ea0f409861ab0c8169a25d9484cb482e27d6a3ad7c529a70b7cdbfabee3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 11623702006, "estimatedRequiredGiB": 13.022, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "gpt_oss", "modelscopeFileSize": 11651702017, "modelscopeLicense": "apache-2.0", "modelscopeParams": 3982569024, "modelscopeTags": ["license:apache-2.0", "model_type:gpt_oss", "library:mlx", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:openai", "custom_tag:gpt-oss", "custom_tag:mlx", "custom_tag:quantized", "custom_tag:4bit", "custom_tag:mixed-precision", "custom_tag:optiq", "custom_tag:moe", "custom_tag:apple-silicon", "custom_tag:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 11651702017}, "outcome": "failed", "status": "success", "submitTime": "2026-10-06T09:15:22.648982+00:00", "targetGpu": "Biren_166m", "taskId": "5320514", "taskType": "text-generation", "verifyResult": -1}
 {"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_text"], "framework": "vllm", "lastSyncTime": "2026-10-07T00:15:56.875101+00:00", "modelId": "TokenRhythm/NeoHorse-1-4B", "modelProfile": {"architectures": ["Qwen3_5ForCausalLM"], "configFingerprint": "a494b1667fab53609b94cc853db1a12c8d3b9fcf98795ecbab3dd5eb3a3c77f6", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 8411552560, "estimatedRequiredGiB": 9.428, "gpuMemoryEvidence": {"memoryGiB": 48.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 48.0, "maximumRepositorySizeGiB": 40.0, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3_5_text", "modelscopeFileSize": 8435794426, "modelscopeLicense": "Apache License 2.0", "modelscopeParams": 4205751296, "modelscopeTags": ["license:Apache License 2.0", "model_type:qwen3_5_text", "library:safetensors", "library:pytorch", "task:text-generation", "custom_tag:agentic", "custom_tag:tool-use", "custom_tag:coding", "custom_tag:reasoning", "custom_tag:instruction-following"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 8435794426}, "outcome": "failed", "status": "success", "submitTime": "2026-10-06T08:52:27.660895+00:00", "targetGpu": "Mthreads_s4000", "taskId": "5320023", "taskType": "text-generation", "verifyResult": -1}
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@@ -297,4 +298,3 @@
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 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-09-21T04:51:55.164881+00:00", "modelId": "mlx-community/gemma-4-26B-A4B-it-qat-OptiQ-4bit", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-09-21T04:49:25+00:00", "targetGpu": "Ascend_910-b4", "taskId": "4969017", "taskType": "text-generation", "verifyResult": null}
 {"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-09-21T04:51:55.164891+00:00", "modelId": "Youssofal/Qwen3.8-27B-MTPLX-Bare-Speed", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-09-21T04:49:25+00:00", "targetGpu": "Ascend_910-b4", "taskId": "4969005", "taskType": "text-generation", "verifyResult": null}
-{"failReason": "参数/模板问题", "framework": "", "lastSyncTime": "2026-09-21T04:51:55.164898+00:00", "modelId": "ddalcu/Qwen3.8-27B-MLX-Serve-iQ-MLX-3.8bpw", "modelProfile": {}, "outcome": "failed", "status": "failed", "submitTime": "2026-09-21T04:49:25+00:00", "targetGpu": "Ascend_910-b4", "taskId": "4782245", "taskType": "text-generation", "verifyResult": null}
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 88c299e1ff..0eb5781f9b 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3081,6 +3081,11 @@
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diff --git a/manifest.json b/manifest.json
index 47a4d0b885..9fee087491 100644
--- a/manifest.json
+++ b/manifest.json
@@ -2,24 +2,24 @@
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-    ".modelhub_state/recent_outcomes.jsonl": "a431175c907bbd6eee4fecc9c3aeb926cd1c2b0218bbb9db9c0593e063c02b66",
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+    ".modelhub_state/official_capabilities.json": "883fcf858e76cc85deddb676405ca246476f6d639ce662abcff79151bf4d6e09",
+    ".modelhub_state/outcome_checkpoint.json": "df692f21ff33adf9871e74e25e8973afecfc8a031ee52a51625471e9051f02ad",
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-    ".modelhub_state/recovery_intents.jsonl": "e1f597298647e1d68ba40922e179d7838425508485a9a440eb6259f95dfcef46",
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-    "outcomes/submissions.jsonl": "21f4e22d1aac9da5ffd04fbbeb3382474297c5f9597d3e322ce5760c96c1f442"
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-  "generation": 21686,
-  "phase": "cycle",
+  "generation": 21687,
+  "phase": "intent",
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-  "updatedAt": "2026-10-07T03:39:14.482089+00:00",
+  "updatedAt": "2026-10-07T03:47:02.231108+00:00",
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 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index e90ad2e7a1..445701ca04 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -144,7 +144,6 @@
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 {"failReason": null, "framework": "vllm", "lastSyncTime": "2026-09-20T12:21:49.901858+00:00", "modelId": "inceptionai/Jais-2-8B-Chat", "modelProfile": {"architectures": ["Jais2ForCausalLM"], "configFingerprint": "533968aac3b9c90272dfbe2866791f782e077f0dceee5b6ffffce48ba6674a10", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 16180861064, "estimatedRequiredGiB": 18.097, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "jais2", "modelscopeFileSize": 16193187697, "modelscopeLicense": "apache-2.0", "modelscopeParams": 8090401280, "modelscopeTags": ["license:apache-2.0", "model_type:jais2", "library:transformer", "library:safetensors", "library:pytorch", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 16193187697}, "outcome": "pending", "status": "waiting", "submitTime": "2026-09-20T04:10:03.058495+00:00", "targetGpu": "MetaX_c-500", "taskId": "4970512", "taskType": "text-generation", "verifyResult": null}
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