重构主控编排与运行时预热链路，统一工作区提示词/专家调度协议并补齐 wiki 记忆注入与写回闭环。

同时收敛启动与运维脚本默认行为（含 wiki worker）、更新 Admin 可观测性与相关测试，降低首轮时延并提高运行稳定性。

Made-with: Cursor

openclaw/apps/macos/Sources/OpenClaw/AgeFormatting.swift

@@ -0,0 +1,17 @@
+import Foundation
+
+/// Human-friendly age string (e.g., "2m ago").
+func age(from date: Date, now: Date = .init()) -> String {
+    let seconds = max(0, Int(now.timeIntervalSince(date)))
+    let minutes = seconds / 60
+    let hours = minutes / 60
+    let days = hours / 24
+
+    if seconds < 60 { return "just now" }
+    if minutes == 1 { return "1 minute ago" }
+    if minutes < 60 { return "\(minutes)m ago" }
+    if hours == 1 { return "1 hour ago" }
+    if hours < 24 { return "\(hours)h ago" }
+    if days == 1 { return "yesterday" }
+    return "\(days)d ago"
+}