diff --git a/agents/haonan/sessions/sessions.json b/agents/haonan/sessions/sessions.json
index 93f5e48..bdb408e 100644
--- a/agents/haonan/sessions/sessions.json
+++ b/agents/haonan/sessions/sessions.json
@@ -1,15 +1,20 @@
 {
   "agent:haonan:main": {
-    "sessionId": "acdf6f57-1014-4869-aa7f-f95e6b6f363b",
-    "updatedAt": 1772790673976,
+    "sessionId": "86aa4d4c-238b-4ad1-bde5-be8c8a37816b",
+    "updatedAt": 1772838034395,
     "systemSent": true,
     "skillsSnapshot": {
-      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n</available_skills>",
+      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>~/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n</available_skills>",
       "skills": [
         {
           "name": "capability-evolver"
         }
       ],
+      "skillFilter": [
+        "common-require",
+        "capability-evolver",
+        "self-improving-agent"
+      ],
       "resolvedSkills": [
         {
           "name": "capability-evolver",
@@ -35,19 +40,17 @@
     "abortedLastRun": false,
     "chatType": "direct",
     "origin": {
-      "label": "张青",
+      "label": "user:ou_be83febac9ee2afaa343c642bc697c48",
       "provider": "feishu",
-      "surface": "feishu",
-      "chatType": "direct",
-      "from": "feishu:ou_be83febac9ee2afaa343c642bc697c48",
+      "from": "user:ou_be83febac9ee2afaa343c642bc697c48",
       "to": "user:ou_be83febac9ee2afaa343c642bc697c48",
       "accountId": "feishu-pm"
     },
-    "sessionFile": "/home/starmen1265/.openclaw/agents/haonan/sessions/acdf6f57-1014-4869-aa7f-f95e6b6f363b.jsonl",
+    "sessionFile": "/home/starmen1265/.openclaw/agents/haonan/sessions/86aa4d4c-238b-4ad1-bde5-be8c8a37816b.jsonl",
     "systemPromptReport": {
       "source": "run",
-      "generatedAt": 1772790667914,
-      "sessionId": "acdf6f57-1014-4869-aa7f-f95e6b6f363b",
+      "generatedAt": 1772838021685,
+      "sessionId": "86aa4d4c-238b-4ad1-bde5-be8c8a37816b",
       "sessionKey": "agent:haonan:main",
       "provider": "zhipu",
       "model": "glm-5",
@@ -59,9 +62,9 @@
         "sandboxed": false
       },
       "systemPrompt": {
-        "chars": 31722,
-        "projectContextChars": 19013,
-        "nonProjectContextChars": 12709
+        "chars": 32508,
+        "projectContextChars": 19662,
+        "nonProjectContextChars": 12846
       },
       "injectedWorkspaceFiles": [
         {
@@ -152,6 +155,12 @@
           "injectedChars": 616,
           "truncated": false
         },
+        {
+          "path": "SELF_IMPROVEMENT_REMINDER.md",
+          "rawChars": 616,
+          "injectedChars": 616,
+          "truncated": false
+        },
         {
           "path": "SELF_IMPROVEMENT_REMINDER.md",
           "rawChars": 616,
@@ -160,11 +169,11 @@
         }
       ],
       "skills": {
-        "promptChars": 675,
+        "promptChars": 659,
         "entries": [
           {
             "name": "capability-evolver",
-            "blockChars": 306
+            "blockChars": 290
           }
         ]
       },
@@ -380,15 +389,15 @@
       }
     },
     "compactionCount": 0,
-    "inputTokens": 100407,
-    "outputTokens": 30,
-    "totalTokens": 118071,
-    "contextTokens": 200000,
-    "memoryFlushAt": 1772764823004,
-    "memoryFlushCompactionCount": 0,
     "totalTokensFresh": true,
-    "cacheRead": 17664,
-    "cacheWrite": 0
+    "cacheRead": 11328,
+    "cacheWrite": 0,
+    "contextTokens": 200000,
+    "inputTokens": 6931,
+    "outputTokens": 366,
+    "totalTokens": 18259,
+    "lastHeartbeatText": "浩南收到，蒋先生！\n\n⏰ **定时提醒触发：日历同步**\n\n现在是 **2026年3月7日 星期六 早上7:00**，您的日历同步提醒已触发。\n\n这是一个周期性的提醒任务。您需要我帮您检查一下今天或近期有没有重要的日程安排吗？",
+    "lastHeartbeatSentAt": 1772838021602
   },
   "agent:haonan:wecom:dm:zhangqing": {
     "origin": {
@@ -719,179 +728,30 @@
     "memoryFlushCompactionCount": 0
   },
   "agent:haonan:cron:41396aeb-6e3a-47b2-9bd3-9156a348c1dc": {
-    "sessionId": "17553bf8-7e13-43ee-bde8-30af69a3afab",
-    "updatedAt": 1772737200044,
+    "sessionId": "e8669f76-c89d-42e8-999e-523286bfcd51",
+    "updatedAt": 1772823600046,
     "systemSent": true,
     "model": "glm-5",
     "contextTokens": 200000,
     "label": "Cron: backup-openclaw-json",
     "skillsSnapshot": {
-      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>feishu-doc</name>\n    <description>Feishu document read/write operations. Activate when user mentions Feishu docs, cloud docs, or docx links.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-drive</name>\n    <description>Feishu cloud storage file management. Activate when user mentions cloud space, folders, drive.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-perm</name>\n    <description>Feishu permission management for documents and files. Activate when user mentions sharing, permissions, collaborators.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-wiki</name>\n    <description>Feishu knowledge base navigation. Activate when user mentions knowledge base, wiki, or wiki links.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>healthcheck</name>\n    <description>Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron scheduling for periodic checks, or version status checks on a machine running OpenClaw (laptop, workstation, Pi, VPS).</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>skill-creator</name>\n    <description>Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>video-frames</name>\n    <description>Extract frames or short clips from videos using ffmpeg.</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>weather</name>\n    <description>Get current weather and forecasts (no API key required).</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>clawlist</name>\n    <description>MUST use for any multi-step project, long-running task, or infinite monitoring workflow. Plan, execute, track, and verify tasks with checkpoint validation. For projects, automation, and ongoing operations.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>brainstorming</name>\n    <description>MUST use before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/brainstorming/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>dispatch-multiple-agents</name>\n    <description>Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch subagents to work concurrently.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>doing-tasks</name>\n    <description>Use when executing any task. Work through plans systematically, tracking progress, handling blockers, and coordinating with other skills. The central execution skill.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/doing-tasks/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>verify-task</name>\n    <description>MUST use after completing any multi-step task or project. Verifies completion against the original plan, checks quality criteria, and documents outcomes.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/verify-task/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>write-plan</name>\n    <description>MUST use after brainstorming and before executing. Creates detailed implementation plans with checkpoints, verification criteria, and execution options.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/write-plan/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>find-skills</name>\n    <description>Helps users discover and install agent skills when they ask questions like &quot;how do I do X&quot;, &quot;find a skill for X&quot;, &quot;is there a skill that can...&quot;, or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.</description>\n    <location>/home/starmen1265/.openclaw/skills/find-skills/SKILL.md</location>\n  </skill>\n</available_skills>",
+      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>~/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n</available_skills>",
       "skills": [
         {
-          "name": "feishu-doc"
-        },
-        {
-          "name": "feishu-drive"
-        },
-        {
-          "name": "feishu-perm"
-        },
-        {
-          "name": "feishu-wiki"
-        },
-        {
-          "name": "healthcheck"
-        },
-        {
-          "name": "skill-creator"
-        },
-        {
-          "name": "video-frames"
-        },
-        {
-          "name": "weather"
-        },
-        {
-          "name": "clawlist"
-        },
-        {
-          "name": "brainstorming"
-        },
-        {
-          "name": "dispatch-multiple-agents"
-        },
-        {
-          "name": "doing-tasks"
-        },
-        {
-          "name": "verify-task"
-        },
-        {
-          "name": "write-plan"
-        },
-        {
-          "name": "find-skills"
+          "name": "capability-evolver"
         }
       ],
+      "skillFilter": [
+        "common-require",
+        "capability-evolver",
+        "self-improving-agent"
+      ],
       "resolvedSkills": [
         {
-          "name": "feishu-doc",
-          "description": "Feishu document read/write operations. Activate when user mentions Feishu docs, cloud docs, or docx links.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-drive",
-          "description": "Feishu cloud storage file management. Activate when user mentions cloud space, folders, drive.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-perm",
-          "description": "Feishu permission management for documents and files. Activate when user mentions sharing, permissions, collaborators.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-wiki",
-          "description": "Feishu knowledge base navigation. Activate when user mentions knowledge base, wiki, or wiki links.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "healthcheck",
-          "description": "Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron scheduling for periodic checks, or version status checks on a machine running OpenClaw (laptop, workstation, Pi, VPS).",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "skill-creator",
-          "description": "Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "video-frames",
-          "description": "Extract frames or short clips from videos using ffmpeg.",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "weather",
-          "description": "Get current weather and forecasts (no API key required).",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "clawlist",
-          "description": "MUST use for any multi-step project, long-running task, or infinite monitoring workflow. Plan, execute, track, and verify tasks with checkpoint validation. For projects, automation, and ongoing operations.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "brainstorming",
-          "description": "MUST use before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/brainstorming/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/brainstorming",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "dispatch-multiple-agents",
-          "description": "Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch subagents to work concurrently.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "doing-tasks",
-          "description": "Use when executing any task. Work through plans systematically, tracking progress, handling blockers, and coordinating with other skills. The central execution skill.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/doing-tasks/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/doing-tasks",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "verify-task",
-          "description": "MUST use after completing any multi-step task or project. Verifies completion against the original plan, checks quality criteria, and documents outcomes.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/verify-task/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/verify-task",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "write-plan",
-          "description": "MUST use after brainstorming and before executing. Creates detailed implementation plans with checkpoints, verification criteria, and execution options.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/write-plan/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/write-plan",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "find-skills",
-          "description": "Helps users discover and install agent skills when they ask questions like \"how do I do X\", \"find a skill for X\", \"is there a skill that can...\", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.",
-          "filePath": "/home/starmen1265/.openclaw/skills/find-skills/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/find-skills",
+          "name": "capability-evolver",
+          "description": "A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.",
+          "filePath": "/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md",
+          "baseDir": "/home/starmen1265/.openclaw/skills/capability-evolver",
           "source": "openclaw-managed",
           "disableModelInvocation": false
         }
@@ -899,13 +759,16 @@
       "version": 0
     },
     "modelProvider": "zhipu",
-    "inputTokens": 7526,
-    "outputTokens": 275,
-    "totalTokens": 31526
+    "inputTokens": 5873,
+    "outputTokens": 311,
+    "totalTokens": 16771,
+    "totalTokensFresh": true,
+    "cacheRead": 60352,
+    "cacheWrite": 0
   },
   "agent:haonan:cron:f03b184f-5f1d-4093-ae1b-fc9fe0b59eef": {
-    "sessionId": "ccc40ca7-7876-4d82-ab84-7b790feddc19",
-    "updatedAt": 1772794800044,
+    "sessionId": "90b377bf-4171-4f2c-917f-c6b10d0a5d73",
+    "updatedAt": 1772881200007,
     "systemSent": true,
     "model": "glm-4.7-FlashX",
     "contextTokens": 200000,
@@ -935,401 +798,19 @@
       "version": 0
     },
     "modelProvider": "zhipu",
-    "inputTokens": 76011,
-    "outputTokens": 2153,
-    "totalTokens": 87089
-  },
-  "agent:haonan:cron:f03b184f-5f1d-4093-ae1b-fc9fe0b59eef:run:a604e4f3-5de4-4e81-bb9f-ebc25b5fbc1a": {
-    "sessionId": "a604e4f3-5de4-4e81-bb9f-ebc25b5fbc1a",
-    "updatedAt": 1772708400038,
-    "systemSent": true,
-    "model": "glm-4.7-FlashX",
-    "contextTokens": 200000,
-    "label": "Cron: capability-evolver-daily",
-    "skillsSnapshot": {
-      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>feishu-doc</name>\n    <description>Feishu document read/write operations. Activate when user mentions Feishu docs, cloud docs, or docx links.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-drive</name>\n    <description>Feishu cloud storage file management. Activate when user mentions cloud space, folders, drive.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-perm</name>\n    <description>Feishu permission management for documents and files. Activate when user mentions sharing, permissions, collaborators.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-wiki</name>\n    <description>Feishu knowledge base navigation. Activate when user mentions knowledge base, wiki, or wiki links.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>healthcheck</name>\n    <description>Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron scheduling for periodic checks, or version status checks on a machine running OpenClaw (laptop, workstation, Pi, VPS).</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>skill-creator</name>\n    <description>Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>video-frames</name>\n    <description>Extract frames or short clips from videos using ffmpeg.</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>weather</name>\n    <description>Get current weather and forecasts (no API key required).</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>clawlist</name>\n    <description>MUST use for any multi-step project, long-running task, or infinite monitoring workflow. Plan, execute, track, and verify tasks with checkpoint validation. For projects, automation, and ongoing operations.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>brainstorming</name>\n    <description>MUST use before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/brainstorming/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>dispatch-multiple-agents</name>\n    <description>Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch subagents to work concurrently.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>doing-tasks</name>\n    <description>Use when executing any task. Work through plans systematically, tracking progress, handling blockers, and coordinating with other skills. The central execution skill.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/doing-tasks/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>verify-task</name>\n    <description>MUST use after completing any multi-step task or project. Verifies completion against the original plan, checks quality criteria, and documents outcomes.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/verify-task/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>write-plan</name>\n    <description>MUST use after brainstorming and before executing. Creates detailed implementation plans with checkpoints, verification criteria, and execution options.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/write-plan/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>find-skills</name>\n    <description>Helps users discover and install agent skills when they ask questions like &quot;how do I do X&quot;, &quot;find a skill for X&quot;, &quot;is there a skill that can...&quot;, or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.</description>\n    <location>/home/starmen1265/.openclaw/skills/find-skills/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>self-improvement</name>\n    <description>Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude (&apos;No, that&apos;s wrong...&apos;, &apos;Actually...&apos;), (3) User requests a capability that doesn&apos;t exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.</description>\n    <location>/home/starmen1265/.openclaw/skills/self-improving-agent/SKILL.md</location>\n  </skill>\n</available_skills>",
-      "skills": [
-        {
-          "name": "feishu-doc"
-        },
-        {
-          "name": "feishu-drive"
-        },
-        {
-          "name": "feishu-perm"
-        },
-        {
-          "name": "feishu-wiki"
-        },
-        {
-          "name": "healthcheck"
-        },
-        {
-          "name": "skill-creator"
-        },
-        {
-          "name": "video-frames"
-        },
-        {
-          "name": "weather"
-        },
-        {
-          "name": "capability-evolver"
-        },
-        {
-          "name": "clawlist"
-        },
-        {
-          "name": "brainstorming"
-        },
-        {
-          "name": "dispatch-multiple-agents"
-        },
-        {
-          "name": "doing-tasks"
-        },
-        {
-          "name": "verify-task"
-        },
-        {
-          "name": "write-plan"
-        },
-        {
-          "name": "find-skills"
-        },
-        {
-          "name": "self-improvement"
-        }
-      ],
-      "resolvedSkills": [
-        {
-          "name": "feishu-doc",
-          "description": "Feishu document read/write operations. Activate when user mentions Feishu docs, cloud docs, or docx links.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-drive",
-          "description": "Feishu cloud storage file management. Activate when user mentions cloud space, folders, drive.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-perm",
-          "description": "Feishu permission management for documents and files. Activate when user mentions sharing, permissions, collaborators.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-wiki",
-          "description": "Feishu knowledge base navigation. Activate when user mentions knowledge base, wiki, or wiki links.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "healthcheck",
-          "description": "Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron scheduling for periodic checks, or version status checks on a machine running OpenClaw (laptop, workstation, Pi, VPS).",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "skill-creator",
-          "description": "Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "video-frames",
-          "description": "Extract frames or short clips from videos using ffmpeg.",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "weather",
-          "description": "Get current weather and forecasts (no API key required).",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "capability-evolver",
-          "description": "A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.",
-          "filePath": "/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/capability-evolver",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "clawlist",
-          "description": "MUST use for any multi-step project, long-running task, or infinite monitoring workflow. Plan, execute, track, and verify tasks with checkpoint validation. For projects, automation, and ongoing operations.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "brainstorming",
-          "description": "MUST use before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/brainstorming/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/brainstorming",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "dispatch-multiple-agents",
-          "description": "Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch subagents to work concurrently.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "doing-tasks",
-          "description": "Use when executing any task. Work through plans systematically, tracking progress, handling blockers, and coordinating with other skills. The central execution skill.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/doing-tasks/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/doing-tasks",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "verify-task",
-          "description": "MUST use after completing any multi-step task or project. Verifies completion against the original plan, checks quality criteria, and documents outcomes.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/verify-task/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/verify-task",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "write-plan",
-          "description": "MUST use after brainstorming and before executing. Creates detailed implementation plans with checkpoints, verification criteria, and execution options.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/write-plan/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/write-plan",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "find-skills",
-          "description": "Helps users discover and install agent skills when they ask questions like \"how do I do X\", \"find a skill for X\", \"is there a skill that can...\", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.",
-          "filePath": "/home/starmen1265/.openclaw/skills/find-skills/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/find-skills",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "self-improvement",
-          "description": "Captures learnings, errors, and corrections to enable continuous improvement. Use when: (1) A command or operation fails unexpectedly, (2) User corrects Claude ('No, that's wrong...', 'Actually...'), (3) User requests a capability that doesn't exist, (4) An external API or tool fails, (5) Claude realizes its knowledge is outdated or incorrect, (6) A better approach is discovered for a recurring task. Also review learnings before major tasks.",
-          "filePath": "/home/starmen1265/.openclaw/skills/self-improving-agent/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/self-improving-agent",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        }
-      ],
-      "version": 0
+    "inputTokens": 38280,
+    "outputTokens": 324,
+    "totalTokens": 44424,
+    "deliveryContext": {
+      "channel": "webchat"
     },
-    "modelProvider": "zhipu",
-    "inputTokens": 76011,
-    "outputTokens": 2153,
-    "totalTokens": 87089
-  },
-  "agent:haonan:cron:41396aeb-6e3a-47b2-9bd3-9156a348c1dc:run:17553bf8-7e13-43ee-bde8-30af69a3afab": {
-    "sessionId": "17553bf8-7e13-43ee-bde8-30af69a3afab",
-    "updatedAt": 1772737200044,
-    "systemSent": true,
-    "model": "glm-5",
-    "contextTokens": 200000,
-    "label": "Cron: backup-openclaw-json",
-    "skillsSnapshot": {
-      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>feishu-doc</name>\n    <description>Feishu document read/write operations. Activate when user mentions Feishu docs, cloud docs, or docx links.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-drive</name>\n    <description>Feishu cloud storage file management. Activate when user mentions cloud space, folders, drive.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-perm</name>\n    <description>Feishu permission management for documents and files. Activate when user mentions sharing, permissions, collaborators.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>feishu-wiki</name>\n    <description>Feishu knowledge base navigation. Activate when user mentions knowledge base, wiki, or wiki links.\n</description>\n    <location>/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>healthcheck</name>\n    <description>Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron scheduling for periodic checks, or version status checks on a machine running OpenClaw (laptop, workstation, Pi, VPS).</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>skill-creator</name>\n    <description>Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>video-frames</name>\n    <description>Extract frames or short clips from videos using ffmpeg.</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>weather</name>\n    <description>Get current weather and forecasts (no API key required).</description>\n    <location>/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>clawlist</name>\n    <description>MUST use for any multi-step project, long-running task, or infinite monitoring workflow. Plan, execute, track, and verify tasks with checkpoint validation. For projects, automation, and ongoing operations.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>brainstorming</name>\n    <description>MUST use before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/brainstorming/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>dispatch-multiple-agents</name>\n    <description>Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch subagents to work concurrently.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>doing-tasks</name>\n    <description>Use when executing any task. Work through plans systematically, tracking progress, handling blockers, and coordinating with other skills. The central execution skill.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/doing-tasks/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>verify-task</name>\n    <description>MUST use after completing any multi-step task or project. Verifies completion against the original plan, checks quality criteria, and documents outcomes.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/verify-task/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>write-plan</name>\n    <description>MUST use after brainstorming and before executing. Creates detailed implementation plans with checkpoints, verification criteria, and execution options.</description>\n    <location>/home/starmen1265/.openclaw/skills/clawlist/write-plan/SKILL.md</location>\n  </skill>\n  <skill>\n    <name>find-skills</name>\n    <description>Helps users discover and install agent skills when they ask questions like &quot;how do I do X&quot;, &quot;find a skill for X&quot;, &quot;is there a skill that can...&quot;, or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.</description>\n    <location>/home/starmen1265/.openclaw/skills/find-skills/SKILL.md</location>\n  </skill>\n</available_skills>",
-      "skills": [
-        {
-          "name": "feishu-doc"
-        },
-        {
-          "name": "feishu-drive"
-        },
-        {
-          "name": "feishu-perm"
-        },
-        {
-          "name": "feishu-wiki"
-        },
-        {
-          "name": "healthcheck"
-        },
-        {
-          "name": "skill-creator"
-        },
-        {
-          "name": "video-frames"
-        },
-        {
-          "name": "weather"
-        },
-        {
-          "name": "clawlist"
-        },
-        {
-          "name": "brainstorming"
-        },
-        {
-          "name": "dispatch-multiple-agents"
-        },
-        {
-          "name": "doing-tasks"
-        },
-        {
-          "name": "verify-task"
-        },
-        {
-          "name": "write-plan"
-        },
-        {
-          "name": "find-skills"
-        }
-      ],
-      "resolvedSkills": [
-        {
-          "name": "feishu-doc",
-          "description": "Feishu document read/write operations. Activate when user mentions Feishu docs, cloud docs, or docx links.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-doc",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-drive",
-          "description": "Feishu cloud storage file management. Activate when user mentions cloud space, folders, drive.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-drive",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-perm",
-          "description": "Feishu permission management for documents and files. Activate when user mentions sharing, permissions, collaborators.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-perm",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "feishu-wiki",
-          "description": "Feishu knowledge base navigation. Activate when user mentions knowledge base, wiki, or wiki links.\n",
-          "filePath": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/extensions/feishu/skills/feishu-wiki",
-          "source": "openclaw-extra",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "healthcheck",
-          "description": "Host security hardening and risk-tolerance configuration for OpenClaw deployments. Use when a user asks for security audits, firewall/SSH/update hardening, risk posture, exposure review, OpenClaw cron scheduling for periodic checks, or version status checks on a machine running OpenClaw (laptop, workstation, Pi, VPS).",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/healthcheck",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "skill-creator",
-          "description": "Create or update AgentSkills. Use when designing, structuring, or packaging skills with scripts, references, and assets.",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/skill-creator",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "video-frames",
-          "description": "Extract frames or short clips from videos using ffmpeg.",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/video-frames",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "weather",
-          "description": "Get current weather and forecasts (no API key required).",
-          "filePath": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather/SKILL.md",
-          "baseDir": "/home/starmen1265/.npm-global/lib/node_modules/openclaw/skills/weather",
-          "source": "openclaw-bundled",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "clawlist",
-          "description": "MUST use for any multi-step project, long-running task, or infinite monitoring workflow. Plan, execute, track, and verify tasks with checkpoint validation. For projects, automation, and ongoing operations.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "brainstorming",
-          "description": "MUST use before any creative work - creating features, building components, adding functionality, or modifying behavior. Explores user intent, requirements and design before implementation.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/brainstorming/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/brainstorming",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "dispatch-multiple-agents",
-          "description": "Use when facing 2+ independent tasks that can be worked on without shared state or sequential dependencies. Dispatch subagents to work concurrently.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/dispatch-multiple-agents",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "doing-tasks",
-          "description": "Use when executing any task. Work through plans systematically, tracking progress, handling blockers, and coordinating with other skills. The central execution skill.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/doing-tasks/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/doing-tasks",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "verify-task",
-          "description": "MUST use after completing any multi-step task or project. Verifies completion against the original plan, checks quality criteria, and documents outcomes.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/verify-task/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/verify-task",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "write-plan",
-          "description": "MUST use after brainstorming and before executing. Creates detailed implementation plans with checkpoints, verification criteria, and execution options.",
-          "filePath": "/home/starmen1265/.openclaw/skills/clawlist/write-plan/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/clawlist/write-plan",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        },
-        {
-          "name": "find-skills",
-          "description": "Helps users discover and install agent skills when they ask questions like \"how do I do X\", \"find a skill for X\", \"is there a skill that can...\", or express interest in extending capabilities. This skill should be used when the user is looking for functionality that might exist as an installable skill.",
-          "filePath": "/home/starmen1265/.openclaw/skills/find-skills/SKILL.md",
-          "baseDir": "/home/starmen1265/.openclaw/skills/find-skills",
-          "source": "openclaw-managed",
-          "disableModelInvocation": false
-        }
-      ],
-      "version": 0
-    },
-    "modelProvider": "zhipu",
-    "inputTokens": 7526,
-    "outputTokens": 275,
-    "totalTokens": 31526
+    "lastChannel": "webchat",
+    "channel": "webchat",
+    "sessionFile": "/home/starmen1265/.openclaw/agents/haonan/sessions/ccc40ca7-7876-4d82-ab84-7b790feddc19.jsonl",
+    "abortedLastRun": false,
+    "totalTokensFresh": true,
+    "cacheRead": 6144,
+    "cacheWrite": 0
   },
   "agent:haonan:cron:f03b184f-5f1d-4093-ae1b-fc9fe0b59eef:run:ccc40ca7-7876-4d82-ab84-7b790feddc19": {
     "sessionId": "ccc40ca7-7876-4d82-ab84-7b790feddc19",
@@ -1366,5 +847,168 @@
     "inputTokens": 76011,
     "outputTokens": 2153,
     "totalTokens": 87089
+  },
+  "agent:haonan:cron:41396aeb-6e3a-47b2-9bd3-9156a348c1dc:run:e8669f76-c89d-42e8-999e-523286bfcd51": {
+    "sessionId": "e8669f76-c89d-42e8-999e-523286bfcd51",
+    "updatedAt": 1772823600046,
+    "systemSent": true,
+    "model": "glm-5",
+    "contextTokens": 200000,
+    "label": "Cron: backup-openclaw-json",
+    "skillsSnapshot": {
+      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>~/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n</available_skills>",
+      "skills": [
+        {
+          "name": "capability-evolver"
+        }
+      ],
+      "skillFilter": [
+        "common-require",
+        "capability-evolver",
+        "self-improving-agent"
+      ],
+      "resolvedSkills": [
+        {
+          "name": "capability-evolver",
+          "description": "A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.",
+          "filePath": "/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md",
+          "baseDir": "/home/starmen1265/.openclaw/skills/capability-evolver",
+          "source": "openclaw-managed",
+          "disableModelInvocation": false
+        }
+      ],
+      "version": 0
+    },
+    "modelProvider": "zhipu",
+    "inputTokens": 5873,
+    "outputTokens": 311,
+    "totalTokens": 16771,
+    "totalTokensFresh": true,
+    "cacheRead": 60352,
+    "cacheWrite": 0
+  },
+  "agent:haonan:cron:3245fca7-045b-4977-8fab-020f6df2e453": {
+    "sessionId": "7734d06d-75a4-4e07-909d-20484e0a0977",
+    "updatedAt": 1772838000043,
+    "systemSent": true,
+    "label": "Cron: ai-conversation-logger",
+    "skillsSnapshot": {
+      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>~/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n</available_skills>",
+      "skills": [
+        {
+          "name": "capability-evolver"
+        }
+      ],
+      "skillFilter": [
+        "common-require",
+        "capability-evolver",
+        "self-improving-agent"
+      ],
+      "resolvedSkills": [
+        {
+          "name": "capability-evolver",
+          "description": "A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.",
+          "filePath": "/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md",
+          "baseDir": "/home/starmen1265/.openclaw/skills/capability-evolver",
+          "source": "openclaw-managed",
+          "disableModelInvocation": false
+        }
+      ],
+      "version": 0
+    },
+    "modelProvider": "zhipu",
+    "model": "glm-5",
+    "contextTokens": 200000,
+    "inputTokens": 10634,
+    "outputTokens": 454,
+    "totalTokens": 16729,
+    "totalTokensFresh": true,
+    "cacheRead": 22400,
+    "cacheWrite": 0
+  },
+  "agent:haonan:cron:3245fca7-045b-4977-8fab-020f6df2e453:run:7734d06d-75a4-4e07-909d-20484e0a0977": {
+    "sessionId": "7734d06d-75a4-4e07-909d-20484e0a0977",
+    "updatedAt": 1772838000043,
+    "systemSent": true,
+    "label": "Cron: ai-conversation-logger",
+    "skillsSnapshot": {
+      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>~/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n</available_skills>",
+      "skills": [
+        {
+          "name": "capability-evolver"
+        }
+      ],
+      "skillFilter": [
+        "common-require",
+        "capability-evolver",
+        "self-improving-agent"
+      ],
+      "resolvedSkills": [
+        {
+          "name": "capability-evolver",
+          "description": "A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.",
+          "filePath": "/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md",
+          "baseDir": "/home/starmen1265/.openclaw/skills/capability-evolver",
+          "source": "openclaw-managed",
+          "disableModelInvocation": false
+        }
+      ],
+      "version": 0
+    },
+    "modelProvider": "zhipu",
+    "model": "glm-5",
+    "contextTokens": 200000,
+    "inputTokens": 10634,
+    "outputTokens": 454,
+    "totalTokens": 16729,
+    "totalTokensFresh": true,
+    "cacheRead": 22400,
+    "cacheWrite": 0
+  },
+  "agent:haonan:cron:f03b184f-5f1d-4093-ae1b-fc9fe0b59eef:run:90b377bf-4171-4f2c-917f-c6b10d0a5d73": {
+    "sessionId": "90b377bf-4171-4f2c-917f-c6b10d0a5d73",
+    "updatedAt": 1772881200007,
+    "systemSent": true,
+    "model": "glm-4.7-FlashX",
+    "contextTokens": 200000,
+    "label": "Cron: capability-evolver-daily",
+    "skillsSnapshot": {
+      "prompt": "\n\nThe following skills provide specialized instructions for specific tasks.\nUse the read tool to load a skill's file when the task matches its description.\nWhen a skill file references a relative path, resolve it against the skill directory (parent of SKILL.md / dirname of the path) and use that absolute path in tool commands.\n\n<available_skills>\n  <skill>\n    <name>capability-evolver</name>\n    <description>A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.</description>\n    <location>~/.openclaw/skills/capability-evolver/SKILL.md</location>\n  </skill>\n</available_skills>",
+      "skills": [
+        {
+          "name": "capability-evolver"
+        }
+      ],
+      "skillFilter": [
+        "common-require",
+        "capability-evolver",
+        "self-improving-agent"
+      ],
+      "resolvedSkills": [
+        {
+          "name": "capability-evolver",
+          "description": "A self-evolution engine for AI agents. Analyzes runtime history to identify improvements and applies protocol-constrained evolution.",
+          "filePath": "/home/starmen1265/.openclaw/skills/capability-evolver/SKILL.md",
+          "baseDir": "/home/starmen1265/.openclaw/skills/capability-evolver",
+          "source": "openclaw-managed",
+          "disableModelInvocation": false
+        }
+      ],
+      "version": 0
+    },
+    "modelProvider": "zhipu",
+    "inputTokens": 38280,
+    "outputTokens": 324,
+    "totalTokens": 44424,
+    "deliveryContext": {
+      "channel": "webchat"
+    },
+    "lastChannel": "webchat",
+    "channel": "webchat",
+    "sessionFile": "/home/starmen1265/.openclaw/agents/haonan/sessions/ccc40ca7-7876-4d82-ab84-7b790feddc19.jsonl",
+    "abortedLastRun": false,
+    "totalTokensFresh": true,
+    "cacheRead": 6144,
+    "cacheWrite": 0
   }
 }
\ No newline at end of file
diff --git a/cron/jobs.json b/cron/jobs.json
index aa70725..0013e9c 100644
--- a/cron/jobs.json
+++ b/cron/jobs.json
@@ -7,7 +7,7 @@
       "name": "backup-openclaw-json",
       "enabled": true,
       "createdAtMs": 1772261581796,
-      "updatedAtMs": 1772737225286,
+      "updatedAtMs": 1772823613163,
       "schedule": {
         "kind": "cron",
         "expr": "0 3 * * *",
@@ -23,11 +23,14 @@
         "mode": "announce"
       },
       "state": {
-        "nextRunAtMs": 1772823600000,
-        "lastRunAtMs": 1772737200033,
+        "nextRunAtMs": 1772910000000,
+        "lastRunAtMs": 1772823600004,
         "lastStatus": "ok",
-        "lastDurationMs": 25253,
-        "consecutiveErrors": 0
+        "lastDurationMs": 13159,
+        "consecutiveErrors": 0,
+        "lastRunStatus": "ok",
+        "lastDelivered": true,
+        "lastDeliveryStatus": "delivered"
       }
     },
     {
@@ -36,7 +39,7 @@
       "name": "capability-evolver-daily",
       "enabled": true,
       "createdAtMs": 1772550743528,
-      "updatedAtMs": 1772708684177,
+      "updatedAtMs": 1772795100016,
       "schedule": {
         "kind": "cron",
         "expr": "0 19 * * *",
@@ -57,12 +60,14 @@
         "to": "feishu-pm"
       },
       "state": {
-        "nextRunAtMs": 1772794800000,
-        "lastRunAtMs": 1772708400027,
-        "lastStatus": "ok",
-        "lastDurationMs": 284150,
-        "consecutiveErrors": 0,
-        "runningAtMs": 1772794800004
+        "nextRunAtMs": 1772881200000,
+        "lastRunAtMs": 1772794800006,
+        "lastStatus": "error",
+        "lastDurationMs": 300010,
+        "consecutiveErrors": 1,
+        "lastRunStatus": "error",
+        "lastDeliveryStatus": "unknown",
+        "runningAtMs": 1772881200002
       }
     },
     {
@@ -71,7 +76,7 @@
       "name": "zq-knowledge-base-sync",
       "enabled": true,
       "createdAtMs": 1772551807455,
-      "updatedAtMs": 1772737228596,
+      "updatedAtMs": 1772823613164,
       "schedule": {
         "expr": "0 3 * * *",
         "kind": "cron",
@@ -84,11 +89,14 @@
         "text": "执行知识库同步：bash ~/.openclaw/cron/scripts/zq-sync.sh"
       },
       "state": {
-        "nextRunAtMs": 1772823600000,
-        "lastRunAtMs": 1772737225286,
-        "lastStatus": "ok",
-        "lastDurationMs": 3310,
-        "consecutiveErrors": 0
+        "nextRunAtMs": 1772910000000,
+        "lastRunAtMs": 1772823613163,
+        "lastStatus": "skipped",
+        "lastDurationMs": 1,
+        "consecutiveErrors": 0,
+        "lastRunStatus": "skipped",
+        "lastError": "disabled",
+        "lastDeliveryStatus": "not-requested"
       }
     },
     {
@@ -97,7 +105,7 @@
       "name": "openclaw-backup",
       "enabled": true,
       "createdAtMs": 1772552362242,
-      "updatedAtMs": 1772737238212,
+      "updatedAtMs": 1772823613164,
       "schedule": {
         "expr": "0 3 * * *",
         "kind": "cron",
@@ -110,11 +118,14 @@
         "text": "执行 OpenClaw 备份：bash ~/.openclaw/cron/scripts/git-auto-sync.sh"
       },
       "state": {
-        "nextRunAtMs": 1772823600000,
-        "lastRunAtMs": 1772737228596,
-        "lastStatus": "ok",
-        "lastDurationMs": 9616,
-        "consecutiveErrors": 0
+        "nextRunAtMs": 1772910000000,
+        "lastRunAtMs": 1772823613164,
+        "lastStatus": "skipped",
+        "lastDurationMs": 0,
+        "consecutiveErrors": 0,
+        "lastRunStatus": "skipped",
+        "lastError": "disabled",
+        "lastDeliveryStatus": "not-requested"
       }
     },
     {
@@ -124,7 +135,7 @@
       "description": "每天早上7点整理与各个 AI 代理的对话记录",
       "enabled": true,
       "createdAtMs": 1772776369645,
-      "updatedAtMs": 1772777284202,
+      "updatedAtMs": 1772838021601,
       "schedule": {
         "kind": "cron",
         "expr": "0 7 * * *"
@@ -141,7 +152,14 @@
         "channel": "last"
       },
       "state": {
-        "nextRunAtMs": 1772838000000
+        "nextRunAtMs": 1772924400000,
+        "lastRunAtMs": 1772838000003,
+        "lastRunStatus": "ok",
+        "lastStatus": "ok",
+        "lastDurationMs": 21598,
+        "lastDelivered": true,
+        "lastDeliveryStatus": "delivered",
+        "consecutiveErrors": 0
       }
     },
     {
@@ -150,7 +168,7 @@
       "description": "每天7点同步提醒到CalDAV日历",
       "enabled": true,
       "createdAtMs": 1772791528528,
-      "updatedAtMs": 1772791528528,
+      "updatedAtMs": 1772838034862,
       "schedule": {
         "kind": "cron",
         "expr": "0 7 * * *",
@@ -163,7 +181,13 @@
         "text": "calendar-reminder-sync"
       },
       "state": {
-        "nextRunAtMs": 1772838000000
+        "nextRunAtMs": 1772924400000,
+        "lastRunAtMs": 1772838021601,
+        "lastRunStatus": "ok",
+        "lastStatus": "ok",
+        "lastDurationMs": 13261,
+        "lastDeliveryStatus": "not-requested",
+        "consecutiveErrors": 0
       }
     }
   ]
diff --git a/cron/jobs.json.bak b/cron/jobs.json.bak
index 83541d6..3609998 100644
--- a/cron/jobs.json.bak
+++ b/cron/jobs.json.bak
@@ -7,7 +7,7 @@
       "name": "backup-openclaw-json",
       "enabled": true,
       "createdAtMs": 1772261581796,
-      "updatedAtMs": 1772737225286,
+      "updatedAtMs": 1772823613163,
       "schedule": {
         "kind": "cron",
         "expr": "0 3 * * *",
@@ -23,11 +23,14 @@
         "mode": "announce"
       },
       "state": {
-        "nextRunAtMs": 1772823600000,
-        "lastRunAtMs": 1772737200033,
+        "nextRunAtMs": 1772910000000,
+        "lastRunAtMs": 1772823600004,
         "lastStatus": "ok",
-        "lastDurationMs": 25253,
-        "consecutiveErrors": 0
+        "lastDurationMs": 13159,
+        "consecutiveErrors": 0,
+        "lastRunStatus": "ok",
+        "lastDelivered": true,
+        "lastDeliveryStatus": "delivered"
       }
     },
     {
@@ -36,7 +39,7 @@
       "name": "capability-evolver-daily",
       "enabled": true,
       "createdAtMs": 1772550743528,
-      "updatedAtMs": 1772708684177,
+      "updatedAtMs": 1772795100016,
       "schedule": {
         "kind": "cron",
         "expr": "0 19 * * *",
@@ -57,11 +60,14 @@
         "to": "feishu-pm"
       },
       "state": {
-        "nextRunAtMs": 1772794800000,
-        "lastRunAtMs": 1772708400027,
-        "lastStatus": "ok",
-        "lastDurationMs": 284150,
-        "consecutiveErrors": 0
+        "nextRunAtMs": 1772881200000,
+        "lastRunAtMs": 1772794800006,
+        "lastStatus": "error",
+        "lastDurationMs": 300010,
+        "consecutiveErrors": 1,
+        "lastRunStatus": "error",
+        "lastError": "cron: job execution timed out",
+        "lastDeliveryStatus": "unknown"
       }
     },
     {
@@ -70,7 +76,7 @@
       "name": "zq-knowledge-base-sync",
       "enabled": true,
       "createdAtMs": 1772551807455,
-      "updatedAtMs": 1772737228596,
+      "updatedAtMs": 1772823613164,
       "schedule": {
         "expr": "0 3 * * *",
         "kind": "cron",
@@ -83,11 +89,14 @@
         "text": "执行知识库同步：bash ~/.openclaw/cron/scripts/zq-sync.sh"
       },
       "state": {
-        "nextRunAtMs": 1772823600000,
-        "lastRunAtMs": 1772737225286,
-        "lastStatus": "ok",
-        "lastDurationMs": 3310,
-        "consecutiveErrors": 0
+        "nextRunAtMs": 1772910000000,
+        "lastRunAtMs": 1772823613163,
+        "lastStatus": "skipped",
+        "lastDurationMs": 1,
+        "consecutiveErrors": 0,
+        "lastRunStatus": "skipped",
+        "lastError": "disabled",
+        "lastDeliveryStatus": "not-requested"
       }
     },
     {
@@ -96,7 +105,7 @@
       "name": "openclaw-backup",
       "enabled": true,
       "createdAtMs": 1772552362242,
-      "updatedAtMs": 1772737238212,
+      "updatedAtMs": 1772823613164,
       "schedule": {
         "expr": "0 3 * * *",
         "kind": "cron",
@@ -109,11 +118,14 @@
         "text": "执行 OpenClaw 备份：bash ~/.openclaw/cron/scripts/git-auto-sync.sh"
       },
       "state": {
-        "nextRunAtMs": 1772823600000,
-        "lastRunAtMs": 1772737228596,
-        "lastStatus": "ok",
-        "lastDurationMs": 9616,
-        "consecutiveErrors": 0
+        "nextRunAtMs": 1772910000000,
+        "lastRunAtMs": 1772823613164,
+        "lastStatus": "skipped",
+        "lastDurationMs": 0,
+        "consecutiveErrors": 0,
+        "lastRunStatus": "skipped",
+        "lastError": "disabled",
+        "lastDeliveryStatus": "not-requested"
       }
     },
     {
@@ -123,7 +135,7 @@
       "description": "每天早上7点整理与各个 AI 代理的对话记录",
       "enabled": true,
       "createdAtMs": 1772776369645,
-      "updatedAtMs": 1772777284202,
+      "updatedAtMs": 1772838021601,
       "schedule": {
         "kind": "cron",
         "expr": "0 7 * * *"
@@ -140,7 +152,14 @@
         "channel": "last"
       },
       "state": {
-        "nextRunAtMs": 1772838000000
+        "nextRunAtMs": 1772924400000,
+        "lastRunAtMs": 1772838000003,
+        "lastRunStatus": "ok",
+        "lastStatus": "ok",
+        "lastDurationMs": 21598,
+        "lastDelivered": true,
+        "lastDeliveryStatus": "delivered",
+        "consecutiveErrors": 0
       }
     },
     {
@@ -149,7 +168,7 @@
       "description": "每天7点同步提醒到CalDAV日历",
       "enabled": true,
       "createdAtMs": 1772791528528,
-      "updatedAtMs": 1772791528528,
+      "updatedAtMs": 1772838034862,
       "schedule": {
         "kind": "cron",
         "expr": "0 7 * * *",
@@ -162,7 +181,13 @@
         "text": "calendar-reminder-sync"
       },
       "state": {
-        "nextRunAtMs": 1772838000000
+        "nextRunAtMs": 1772924400000,
+        "lastRunAtMs": 1772838021601,
+        "lastRunStatus": "ok",
+        "lastStatus": "ok",
+        "lastDurationMs": 13261,
+        "lastDeliveryStatus": "not-requested",
+        "consecutiveErrors": 0
       }
     }
   ]
diff --git a/identity/device-auth.json b/identity/device-auth.json
index 6318f10..09ff78c 100644
--- a/identity/device-auth.json
+++ b/identity/device-auth.json
@@ -10,7 +10,7 @@
         "operator.approvals",
         "operator.pairing"
       ],
-      "updatedAtMs": 1772793108419
+      "updatedAtMs": 1772838020938
     }
   }
 }