diff --git a/.modelhub_state/architecture_compatibility_blacklist.json b/.modelhub_state/architecture_compatibility_blacklist.json
index d14b1df725..5a5567a965 100644
--- a/.modelhub_state/architecture_compatibility_blacklist.json
+++ b/.modelhub_state/architecture_compatibility_blacklist.json
@@ -2375,7 +2375,7 @@
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diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index b0178651bb..17825529c9 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -1,8 +1,8 @@
 {
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@@ -748,24 +748,24 @@
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diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index 238c30e6e7..25d1979dbc 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
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@@ -56,7 +56,7 @@
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@@ -156,7 +156,7 @@
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@@ -164,15 +164,7 @@
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@@ -185,7 +177,13 @@
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@@ -193,7 +191,7 @@
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+    "https://modelscope.cn/models/FlagRelease/MiniMax-M3-zhenwu-FlagOS|2026-10-15T09:43:43+00:00|Kunlunxin_p-800": {
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+    "https://modelscope.cn/models/IFM/Jais-3-0.9B-MLX-4bit|2026-10-16T16:03:45+00:00|Kunlunxin_p-800": {
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+    "https://modelscope.cn/models/IFM/Jais-3-0.9B-MLX-8bit|2026-10-16T15:01:08+00:00|Kunlunxin_p-800": {
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+    },
+    "https://modelscope.cn/models/bartowski/EddyLuo_FoodGuard-4B-GGUF|2026-10-14T19:02:04+00:00|Kunlunxin_p-800": {
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+    "https://modelscope.cn/models/bartowski/UserRepGen-4B-GGUF|2026-10-15T16:14:34+00:00|Kunlunxin_p-800": {
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diff --git a/.modelhub_state/outcome_checkpoint.json b/.modelhub_state/outcome_checkpoint.json
index 8be8293fb1..d582b295aa 100644
--- a/.modelhub_state/outcome_checkpoint.json
+++ b/.modelhub_state/outcome_checkpoint.json
@@ -1,6 +1,6 @@
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@@ -2399,11 +2380,11 @@
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@@ -59473,6 +59454,6 @@
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index b418c499f1..5ccf60f818 100644
--- a/.modelhub_state/recovery_intents.jsonl
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diff --git a/manifest.json b/manifest.json
index c2eea6645c..0dd442caba 100644
--- a/manifest.json
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@@ -2,24 +2,24 @@
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     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "fb54f39a6e827c77a2a2ab83f6bf85f4df35dd4cb86663e22319226102a50cb1",
-    ".modelhub_state/official_capabilities.json": "c2967db1b130af7b7a1f12c221759614542cd647b0b00adab34c5814fc131175",
-    ".modelhub_state/outcome_checkpoint.json": "befa356b7a46e68055652f1568d34e43c6adf44ef9b47f0c7750ce0328a46c89",
+    ".modelhub_state/market_intelligence.json": "6b373cf5989db6f1fab9ba0a91207b3dc0e4c336e7655a04bdaede608403cea2",
+    ".modelhub_state/official_capabilities.json": "76f7127ce8e1ac0ff593aa0c4a18ccbdbf496a5b4817c5ac1a62d59d1f5e5916",
+    ".modelhub_state/outcome_checkpoint.json": "112580897a2155e5127f8cd6b18ecf509070f72f5e30093f609b0c4fabb19706",
     ".modelhub_state/queue_cleanup_latest.json": "961ed55fbd107417d00b9bb483fdc38513d7b2da88e42c7ea72d9501aaa97dd5",
     ".modelhub_state/recent_outcomes.jsonl": "7dfaf088e9c72b3d4cc06c2a400b8538798536953438c9b8528722e70f1e0f05",
     ".modelhub_state/recovery_active_tasks.jsonl": "202054fa86089649e2bd48891e81ee7144bc50224e0ee4dbc90d9ee1a114a4c3",
-    ".modelhub_state/recovery_intents.jsonl": "e779d412158737b877c6991ef2346159baabf1f57e115ab63f193952f1863eca",
+    ".modelhub_state/recovery_intents.jsonl": "358603631762337c65c2326a62a7aa1a68415e76e7ba8afa69319ff1830fe4b0",
     ".modelhub_state/routing_intelligence.json": "d846843c337222693811c1336416f67fc080232f7af8b15adba28dde5eb92ac8",
     ".modelhub_state/submission_exclusions.jsonl": "660ad77b924d3b0cc76f46aacd1f91a924d13a02bc68057eb5a964647441283b",
     ".modelhub_state/worker_crashes.jsonl": "c6b627ba4bfe6f0f89b6dfc017d052f3b1717feac7f9dd06d3003f04166819a9",
     "ledger/submissions.jsonl": "4b75fc0ae793a8c94fe4dc6e8de1ac0d52b6e58827f244e4020c27ddf4dc5ef3",
-    "outcomes/submissions.jsonl": "78115326c7a7cb86e09f20c5e2d328f091a760dd346c3de016c19c6732dedc86"
+    "outcomes/submissions.jsonl": "dd86a5c2c212f7b16f8accd27c5e6bb3129c6f1aa334ac74e2321345b3ce18b5"
   },
-  "generation": 25629,
-  "phase": "cycle",
+  "generation": 25630,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-18T07:14:09.926169+00:00",
+  "updatedAt": "2026-10-18T07:22:23.870162+00:00",
   "writerId": "9b5b3ed8772344608455c7e3b71f5c9f"
 }
diff --git a/outcomes/submissions.jsonl b/outcomes/submissions.jsonl
index 9d3c8cdeb5..ce53991032 100644
--- a/outcomes/submissions.jsonl
+++ b/outcomes/submissions.jsonl
@@ -83,7 +83,6 @@
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 {"failReason": null, "framework": "llamacpp", "lastSyncTime": "2026-09-14T20:39:18.216494+00:00", "modelId": "aucaCQS/Spark-X2.5-4B-Coder-Flash", "modelProfile": {"architectures": [], "configFingerprint": "327b4fcce82afa7c692364047b27c53d2b6ae7a0f2522806938c3c935ae9a735", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 4375021120, "estimatedRequiredGiB": 37.948, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": null, "modelscopeFileSize": 33955496529, "modelscopeLicense": null, "modelscopeParams": 4112079360, "modelscopeTags": ["library:gguf", "task:text-generation"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 33955496529}, "outcome": "pending", "status": "waiting", "submitTime": "2026-09-14T12:34:59.173731+00:00", "targetGpu": "hygon_k100-ai", "taskId": "4849005", "taskType": "text-generation", "verifyResult": null}
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 {"failReason": null, "framework": "llamacpp", "lastSyncTime": "2026-09-17T17:21:23.552173+00:00", "modelId": "RentedNoodle/Qwen3.8-27B-OrcaRouter-GSQ-RCO-IQ3_XXS-GGUF", "modelProfile": {"architectures": ["Qwen3_5ForConditionalGeneration"], "configFingerprint": "bb269a9a8b4c1eeb18e3ef78bedcf638c3d1821a581b2f17113cde2fcd8be6c5", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 629247648, "estimatedRequiredGiB": 25.142, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3_5", "modelscopeFileSize": 22496243465, "modelscopeLicense": "apache-2.0", "modelscopeParams": 27320697856, "modelscopeTags": ["license:apache-2.0", "model_type:qwen3_5", "library:gguf", "task:text-generation", "custom_tag:qwen3", "custom_tag:qwen3.8", "custom_tag:orcarouter", "custom_tag:gsq", "custom_tag:rco", "custom_tag:gguf", "custom_tag:quantized", "custom_tag:speculative-decoding", "custom_tag:mtp", "custom_tag:text-generation", "custom_tag:long-context", "custom_tag:tool-use", "custom_tag:16gb-vram", "custom_tag:image-text-to-text", "custom_tag:vision", "custom_tag:multimodal", "custom_tag:mmproj", "deploy:swingdeploy"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 22496243465}, "outcome": "pending", "status": "waiting", "submitTime": "2026-09-17T09:19:02.317218+00:00", "targetGpu": "Ascend_910-b3", "taskId": "4912678", "taskType": "text-generation", "verifyResult": null}
 {"failReason": null, "framework": "llamacpp", "lastSyncTime": "2026-09-17T17:42:14.260331+00:00", "modelId": "RentedNoodle/Qwen3.8-27B-OrcaRouter-GSQ-RCO-IQ3_XXS-GGUF", "modelProfile": {"architectures": ["Qwen3_5ForConditionalGeneration"], "configFingerprint": "7df61fc66119e362f4b324c308b44e18bd70c6e8415d3cf79ad822bc9e6377c3", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 629247648, "estimatedRequiredGiB": 25.142, "gpuMemoryEvidence": {"memoryGiB": 64.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 64.0, "maximumRepositorySizeGiB": 53.333, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "qwen3_5", "modelscopeFileSize": 22496243465, "modelscopeLicense": "apache-2.0", "modelscopeParams": 27320697856, "modelscopeTags": ["license:apache-2.0", "model_type:qwen3_5", "library:gguf", "task:text-generation", "custom_tag:qwen3", "custom_tag:qwen3.8", "custom_tag:orcarouter", "custom_tag:gsq", "custom_tag:rco", "custom_tag:gguf", "custom_tag:quantized", "custom_tag:speculative-decoding", "custom_tag:mtp", "custom_tag:text-generation", "custom_tag:long-context", "custom_tag:tool-use", "custom_tag:16gb-vram", "custom_tag:image-text-to-text", "custom_tag:vision", "custom_tag:multimodal", "custom_tag:mmproj", "deploy:swingdeploy"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 22496243465}, "outcome": "pending", "status": "waiting", "submitTime": "2026-09-17T09:36:01.072109+00:00", "targetGpu": "hygon_k100-ai", "taskId": "4912861", "taskType": "text-generation", "verifyResult": null}
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@@ -1098,6 +1097,6 @@
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 {"failReason": null, "framework": "vllm_tokenizer_patch", "lastSyncTime": "2026-10-16T18:04:37.161235+00:00", "modelId": "rockmatrix/EdgeRock", "modelProfile": {"architectures": ["EdgeRockForCausalLM"], "configFingerprint": "167e80c9a74f5acd91819ac9a661546c8992cc5beb0bdd0a1dc9fc9659a5e778", "configOptimization": {"applied": false, "source": "official"}, "configSource": "modelhub_live", "estimatedLoadBytes": 9823243736, "estimatedRequiredGiB": 20.792, "gpuMemoryEvidence": {"memoryGiB": 32.0, "source": "local_modelhub_preflight_oom"}, "gpuMemoryGiB": 32.0, "maximumRepositorySizeGiB": 26.667, "memorySizingBasis": "recursive_repository_on_disk", "modelCard": {}, "modelType": "edgerock", "modelscopeFileSize": 18604040071, "modelscopeLicense": "other", "modelscopeParams": 4578061568, "modelscopeTags": ["license:other", "model_type:edgerock", "library:safetensors", "library:", "task:text-generation", "custom_tag:custom-code", "custom_tag:long-context", "custom_tag:image-text-to-text", "custom_tag:open-weights", "custom_tag:commercial-use"], "modelscopeTasks": ["text-generation"], "quantizationMethod": null, "repositoryOnDiskBytes": 18604040071}, "outcome": "pending", "status": "waiting", "submitTime": "2026-10-16T09:40:07.647085+00:00", "targetGpu": "Ascend_910-b4", "taskId": "5581698", "taskType": "text-generation", "verifyResult": null}
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