diff --git a/agents/dev-assist/sessions/sessions.json b/agents/dev-assist/sessions/sessions.json
index 6caddfc..377f792 100644
--- a/agents/dev-assist/sessions/sessions.json
+++ b/agents/dev-assist/sessions/sessions.json
@@ -348,7 +348,7 @@
   },
   "agent:dev-assist:main": {
     "sessionId": "209c3731-4484-4017-929e-b411195afbe4",
-    "updatedAt": 1772262021039,
+    "updatedAt": 1772292865414,
     "systemSent": true,
     "abortedLastRun": false,
     "chatType": "direct",
@@ -394,7 +394,7 @@
     "model": "glm-5",
     "systemPromptReport": {
       "source": "run",
-      "generatedAt": 1772261995761,
+      "generatedAt": 1772292814892,
       "sessionId": "209c3731-4484-4017-929e-b411195afbe4",
       "sessionKey": "agent:dev-assist:main",
       "provider": "zhipu",
@@ -648,9 +648,11 @@
         ]
       }
     },
-    "inputTokens": 5506,
-    "outputTokens": 474,
-    "totalTokens": 27330,
-    "contextTokens": 200000
+    "inputTokens": 2118,
+    "outputTokens": 1326,
+    "totalTokens": 40198,
+    "contextTokens": 200000,
+    "memoryFlushAt": 1772292134442,
+    "memoryFlushCompactionCount": 0
   }
 }
\ No newline at end of file
diff --git a/agents/dev-assist/workspace/memory/2026-02-28.md b/agents/dev-assist/workspace/memory/2026-02-28.md
new file mode 100644
index 0000000..972d883
--- /dev/null
+++ b/agents/dev-assist/workspace/memory/2026-02-28.md
@@ -0,0 +1,32 @@
+# 2026-02-28 记忆
+
+## TODO
+
+### tmux + Claude Code 配置
+- [ ] 创建 tmux 配置文件 (~/.tmux.conf)
+- [ ] 创建一键启动脚本 (~/dev.sh)
+- [ ] 考虑安装 tmux-resurrect 和 tmux-continuum 插件
+
+**参考资源：**
+- https://www.blle.co/blog/claude-code-tmux-beautiful-terminal
+- https://github.com/pchalasani/claude-code-tools
+
+---
+
+## 今日事件
+
+### 网络修复
+- 修复网络搜索问题：将网关和 DNS 设置为 192.168.1.200（旁路由，可翻墙）
+- 需要用户手动执行 sudo 命令修改网络配置
+
+### kb-web 开发
+- **分支**: `feature/article-word-count`
+- **改动**: 文章类型显示原文字数代替时间
+  - 解析 `type` 字段判断资源类型
+  - 文章类型：显示 `📝 X 字`
+  - 视频类型：保持显示时长
+- **待部署**: `sudo ./deploy/deploy.sh test feature/article-word-count`
+
+### Git 配置
+- kb-web 远程仓库地址已改为使用 SSH config alias: `gitea-account:starmen1265/kb-web.git`
+- 推送时需要先加载 SSH agent: `eval "$(ssh-agent -s)" && ssh-add ~/.ssh/id_ed25519_gitea_account`
diff --git a/agents/haonan/sessions/sessions.json b/agents/haonan/sessions/sessions.json
index 8bc6a10..98da7fa 100644
--- a/agents/haonan/sessions/sessions.json
+++ b/agents/haonan/sessions/sessions.json
@@ -1,7 +1,7 @@
 {
   "agent:haonan:main": {
     "sessionId": "536449ce-7908-4a3b-836e-e8b8b1df892d",
-    "updatedAt": 1772286695132,
+    "updatedAt": 1772294072847,
     "systemSent": true,
     "abortedLastRun": false,
     "model": "MiniMax-M2.5",
@@ -32,7 +32,7 @@
     "modelProvider": "mm",
     "systemPromptReport": {
       "source": "run",
-      "generatedAt": 1772286680931,
+      "generatedAt": 1772294061880,
       "sessionId": "536449ce-7908-4a3b-836e-e8b8b1df892d",
       "sessionKey": "agent:haonan:main",
       "provider": "mm",
@@ -283,9 +283,9 @@
     },
     "lastAccountId": "feishu-pm",
     "compactionCount": 0,
-    "inputTokens": 104726,
-    "outputTokens": 111,
-    "totalTokens": 200000,
+    "inputTokens": 32,
+    "outputTokens": 40,
+    "totalTokens": 121756,
     "contextTokens": 200000,
     "memoryFlushAt": 1772245354715,
     "memoryFlushCompactionCount": 0
diff --git a/agents/haonan/workspace/TODO.md b/agents/haonan/workspace/TODO.md
index 3dcfa6b..801b221 100644
--- a/agents/haonan/workspace/TODO.md
+++ b/agents/haonan/workspace/TODO.md
@@ -35,16 +35,6 @@
 
 ### 基础设施
 - [x] 调通外网代理
-- [ ] 调通远程桌面连接
-
-### 字幕增强方案（待实现）
-- [x] ~~编译 Whisper.cpp~~ - 已完成基础功能
-  - Whisper 编译完成，集成到 KB Workflow
-- [ ] **集成 pyannote.audio 说话者分离**
-  - 创建 kb-whisper-diarization 技能
-  - 安装依赖: `pip install pyannote.audio torch`
-  - 设置 HF_TOKEN 环境变量
-  - 申请模型权限: https://huggingface.co/pyannote/speaker-diarization
 
 ---
 
diff --git a/devices/paired.json b/devices/paired.json
index 1444457..a70eea7 100644
--- a/devices/paired.json
+++ b/devices/paired.json
@@ -3,8 +3,8 @@
     "deviceId": "a12f851ec2a179ca97d45b204bc3788476f062520fa77c5edef5cd054a176b1e",
     "publicKey": "Ka6zP7u6MzDaQBqOpXHYUBC5MYLlVGGZM8vIi11WnTw",
     "platform": "linux",
-    "clientId": "gateway-client",
-    "clientMode": "ui",
+    "clientId": "cli",
+    "clientMode": "cli",
     "role": "operator",
     "roles": [
       "operator"
@@ -24,11 +24,11 @@
           "operator.pairing"
         ],
         "createdAtMs": 1770807648254,
-        "lastUsedAtMs": 1772268377710
+        "lastUsedAtMs": 1772290998270
       }
     },
     "createdAtMs": 1770807648254,
     "approvedAtMs": 1770807648254,
-    "displayName": "openclaw-tui"
+    "remoteIp": "192.168.1.36"
   }
 }
\ No newline at end of file
diff --git a/identity/device-auth.json b/identity/device-auth.json
index b0787cc..4d4b250 100644
--- a/identity/device-auth.json
+++ b/identity/device-auth.json
@@ -10,7 +10,7 @@
         "operator.approvals",
         "operator.pairing"
       ],
-      "updatedAtMs": 1772268377724
+      "updatedAtMs": 1772290998271
     }
   }
 }