diff --git a/.modelhub_state/market_intelligence.json b/.modelhub_state/market_intelligence.json
index 27e92c22ae..5490edb6b8 100644
--- a/.modelhub_state/market_intelligence.json
+++ b/.modelhub_state/market_intelligence.json
@@ -443,7 +443,7 @@
     }
   },
   "frameworkUpdatedAt": null,
-  "generatedAt": "2026-10-14T11:16:09.066418+00:00",
+  "generatedAt": "2026-10-14T11:18:42.960965+00:00",
   "gpuStats": {
     "Ascend_910-b3": {
       "available": true,
diff --git a/.modelhub_state/official_capabilities.json b/.modelhub_state/official_capabilities.json
index d5ac29846b..f8d4ee1db0 100644
--- a/.modelhub_state/official_capabilities.json
+++ b/.modelhub_state/official_capabilities.json
@@ -1,5 +1,5 @@
 {
-  "catalogUpdatedAt": "2026-10-14T11:16:09.066418+00:00",
+  "catalogUpdatedAt": "2026-10-14T11:18:42.960965+00:00",
   "configuredTaskTypes": [
     "text-generation"
   ],
@@ -56,7 +56,7 @@
     "time-series-forecasting"
   ],
   "errors": [],
-  "generatedAt": "2026-10-14T11:16:09.066418+00:00",
+  "generatedAt": "2026-10-14T11:18:42.960965+00:00",
   "gpuCatalog": {
     "Ascend_910-b3": {
       "canVerify": true,
@@ -7066,6 +7066,6 @@
       "updateTime": "2025-12-22 08:59:53"
     }
   ],
-  "taskTreeUpdatedAt": "2026-10-14T11:16:09.066418+00:00",
+  "taskTreeUpdatedAt": "2026-10-14T11:18:42.960965+00:00",
   "version": 1
 }
diff --git a/.modelhub_state/recovery_intents.jsonl b/.modelhub_state/recovery_intents.jsonl
index 69ba61c618..b2525055b5 100644
--- a/.modelhub_state/recovery_intents.jsonl
+++ b/.modelhub_state/recovery_intents.jsonl
@@ -3599,6 +3599,7 @@
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 {"batchId": "d3c38f0399504e7aa12ff0f9331f32d4", "completedAt": "2026-10-14T11:11:04.873791+00:00", "configFingerprint": "71d6e16091ba0289f01acffc8e39bb8c25703488dc49b9e390e08951fe1f2b33", "configSource": "modelhub_live", "createdAt": "2026-10-14T11:11:02.819043+00:00", "framework": "vllm", "intentId": "d3c25e9e6b684ff080057827144483c6", "lastModified": "2026-10-14T05:32:14+00:00", "modelAddress": "https://modelscope.cn/models/OsaurusAI/LFM2.5-24B-A2B-JANGH2", "reason": null, "reconciledAt": "2026-10-14T11:16:24.671429+00:00", "repoId": "OsaurusAI/LFM2.5-24B-A2B-JANGH2", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Iluvatar_mrv-100", "taskId": "5534019", "taskType": "text-generation"}
 {"batchId": "d3c38f0399504e7aa12ff0f9331f32d4", "completedAt": "2026-10-14T11:11:04.873806+00:00", "configFingerprint": "71d6e16091ba0289f01acffc8e39bb8c25703488dc49b9e390e08951fe1f2b33", "configSource": "modelhub_live", "createdAt": "2026-10-14T11:11:02.819151+00:00", "framework": "vllm", "intentId": "5567d26c42ed4709b1e4185867efc7c7", "lastModified": "2026-10-14T05:31:59+00:00", "modelAddress": "https://modelscope.cn/models/OsaurusAI/LFM2.5-24B-A2B-JANG_4M", "reason": null, "reconciledAt": "2026-10-14T11:16:24.672485+00:00", "repoId": "OsaurusAI/LFM2.5-24B-A2B-JANG_4M", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "recovered_active", "targetGpu": "Iluvatar_mrv-100", "taskId": "5534020", "taskType": "text-generation"}
+{"batchId": "fd9b149e347a44e3aec16f29662a5f27", "configFingerprint": "71d6e16091ba0289f01acffc8e39bb8c25703488dc49b9e390e08951fe1f2b33", "configSource": "modelhub_live", "createdAt": "2026-10-14T11:18:43.593133+00:00", "framework": "vllm", "intentId": "ebb4817cd4504b5aa41d104c62d99fb3", "lastModified": "2026-10-13T18:36:50+00:00", "modelAddress": "https://modelscope.cn/models/LiquidAI/LFM2.5-24B-A2B-MLX-4bit", "repoId": "LiquidAI/LFM2.5-24B-A2B-MLX-4bit", "safeConfigVector": {"gpuNum": 1, "maxModelLen": 4096}, "status": "pending", "targetGpu": "Iluvatar_mrv-100", "taskType": "text-generation"}
 {"batchId": "7399e5bebb73408996681f43699dd37a", "completedAt": "2026-10-13T22:12:21.452224+00:00", "configFingerprint": "2e9cebc01b20081f0839fa18fe9ca4f7d059509f235699027201fe328177b304", "configSource": "modelhub_live", "createdAt": "2026-10-13T21:52:37.691792+00:00", "framework": "vllm_fix_tokenizer", "intentId": "e40199282b884fc2ba936abf6107e167", "repoId": "nkkbr/Mini-K3-1H-attn-2kda-2mla-nope-v2", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Sunrise_pt-200-x1", "taskId": null, "taskType": "text-generation"}
 {"batchId": "7399e5bebb73408996681f43699dd37a", "completedAt": "2026-10-13T22:12:21.452221+00:00", "configFingerprint": "2e9cebc01b20081f0839fa18fe9ca4f7d059509f235699027201fe328177b304", "configSource": "modelhub_live", "createdAt": "2026-10-13T21:52:37.691739+00:00", "framework": "vllm_fix_tokenizer", "intentId": "31361c35cb434798bfa30a3cfe8d8580", "repoId": "nkkbr/Mini-K3-1H-attn-1kda-3mla-nope-v2", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Sunrise_pt-200-x1", "taskId": null, "taskType": "text-generation"}
 {"batchId": "7399e5bebb73408996681f43699dd37a", "completedAt": "2026-10-13T22:12:21.452217+00:00", "configFingerprint": "2e9cebc01b20081f0839fa18fe9ca4f7d059509f235699027201fe328177b304", "configSource": "modelhub_live", "createdAt": "2026-10-13T21:52:37.691633+00:00", "framework": "vllm_fix_tokenizer", "intentId": "4da70035ca2d44f5bc7b75d79d201223", "repoId": "mlx-community/K2-Horizon-3.7B-8bit", "safeConfigVector": {"dtype": "-", "gpuNum": 1, "maxModelLen": 4096}, "status": "age_policy_deferred", "targetGpu": "Sunrise_pt-200-x1", "taskId": null, "taskType": "text-generation"}
diff --git a/manifest.json b/manifest.json
index 32464d5c65..3d4e208987 100644
--- a/manifest.json
+++ b/manifest.json
@@ -4,22 +4,22 @@
     ".modelhub_state/account_capacity.json": "930f9869793c3d1aa071c53f05b7cf82a4e372f002be88361d6d6189e27c12a1",
     ".modelhub_state/architecture_compatibility_blacklist.json": "8df8f9b383cd3465a119abc8a3782bb72e2fb07cf5b5a1d300e24f3f0f0c13c8",
     ".modelhub_state/architecture_history_backfill.json": "a92348206605da04f75c9e26e7c818b76f259e0b28983f18b6375ef94802f0ab",
-    ".modelhub_state/market_intelligence.json": "38640e9280776947ddd464bb44db2adca96c659453d9408fd38b403ff52cac04",
-    ".modelhub_state/official_capabilities.json": "13d7ead435da12ffcbf327e0a463cb2f52a5c2b8e479d88759035f3bca58292b",
+    ".modelhub_state/market_intelligence.json": "27598121cc2d9fa8756e46f504798838cc1931c2f907347fc5212cec216a5390",
+    ".modelhub_state/official_capabilities.json": "0914a46ab3adc8b7241b7a5c4791b2f56bde9f1b75c4e38e455728184d5065cd",
     ".modelhub_state/outcome_checkpoint.json": "f68e4b2eed232a2a436130e3721ecf592b04ebe95caf286fea7f2f3315a71387",
     ".modelhub_state/queue_cleanup_latest.json": "78f07e2bb9dacf1f600a12be0e4342cdef16e1a3922a8f327eb9d8bee5f48363",
     ".modelhub_state/recent_outcomes.jsonl": "530c3f3f681469cb91364456a0b40c6fcc13b4df04b6e2659e523f96bbbc2ce5",
     ".modelhub_state/recovery_active_tasks.jsonl": "aabe611a9b136c64098a3c5bf7cdfcca0eb2cf9ca26e6b14dacb19b51a3c8bf3",
-    ".modelhub_state/recovery_intents.jsonl": "a2daf267afeab0695d7f1690cfa90db59ef7b65f1fe27a38bcc732e26ee28a64",
+    ".modelhub_state/recovery_intents.jsonl": "9941c46861bd7e18d203d04c33346cb0a5c2a56db219e010a8f5213edb82dd91",
     ".modelhub_state/routing_intelligence.json": "a55a2319aa858ccc8b2eb63c768a3b5a172d92f78892a4cc32f0ec029f0edf1e",
     ".modelhub_state/submission_exclusions.jsonl": "660ad77b924d3b0cc76f46aacd1f91a924d13a02bc68057eb5a964647441283b",
     ".modelhub_state/worker_crashes.jsonl": "c6b627ba4bfe6f0f89b6dfc017d052f3b1717feac7f9dd06d3003f04166819a9",
     "ledger/submissions.jsonl": "705c03c213bbe48b3f0f8981a371ec4b47de6a52c828046533a6d7e4f0ab51ec",
     "outcomes/submissions.jsonl": "54f7871cf93dcb147f7aa26d8ed6b9cadee0251a518b9b427b71987518ab4a14"
   },
-  "generation": 24775,
-  "phase": "cycle",
+  "generation": 24776,
+  "phase": "intent",
   "schemaVersion": 1,
-  "updatedAt": "2026-10-14T11:16:24.882694+00:00",
+  "updatedAt": "2026-10-14T11:18:43.789793+00:00",
   "writerId": "9b5b3ed8772344608455c7e3b71f5c9f"
 }