OpenClaw Agent OS 长期运行Agent系统
世界上有一种Agent叫做长期运行的Agent,它不需要你每次都喊它。它像操作系统一样,默默地运行在后台,处理定时任务、监控异常、自我修复。
本文介绍如何用OpenClaw构建一个Agent OS——不是单次对话的ChatBot,而是持续运行的智能系统。
Agent OS的核心概念
- 持久化:Agent状态跨会话保存,重启不丢失
- 调度器:定时触发任务,不需要人工干预
- 健康检查:自动检测Agent异常,及时恢复
- 资源管理:CPU、内存、网络带宽的合理分配
- 可观测性:日志、指标、追踪全链路可见
系统架构
import { AgentOS } from 'openclaw/os';
const agentOS = new AgentOS({
name: "miaoquai-os",
// 核心服务
services: {
// 1. 调度服务
scheduler: {
engine: "cron",
timezone: "Asia/Shanghai",
persistence: "sqlite",
maxConcurrentJobs: 10,
jobRetry: {
maxAttempts: 3,
backoff: "exponential"
}
},
// 2. 状态管理
stateManager: {
engine: "sqlite",
encryption: true,
autoSave: true,
saveInterval: "5min",
checkpointInterval: "1h"
},
// 3. 健康检查
healthCheck: {
interval: "30s",
timeout: "10s",
failureThreshold: 3,
recoveryThreshold: 2,
onCritical: "restart",
notifications: ["feishu"]
},
// 4. 资源监控
resourceMonitor: {
interval: "60s",
limits: {
maxCpuPercent: 70,
maxMemoryMB: 4096,
maxDiskUsage: "80%",
maxNetworkKBps: 1024
},
onExceeded: "throttle"
},
// 5. 日志系统
logger: {
level: "info",
format: "json",
rotation: {
maxSize: "50MB",
maxFiles: 10,
compress: true
},
retention: "30d"
}
}
});
定时任务调度
// 注册定时任务
agentOS.scheduler.registerJobs([
// 每小时内容生成
{
id: "hourly-content",
cron: "0 * * * *",
agent: "content-generator",
task: "生成下一个渠道的内容",
retryOnFailure: true,
timeout: "10min"
},
// 每日SEO巡检
{
id: "daily-seo-audit",
cron: "0 3 * * *",
agent: "seo-auditor",
task: "全站SEO检查",
timeout: "30min"
},
// 每6小时竞品监控
{
id: "competitor-monitor",
cron: "0 */6 * * *",
agent: "competitor-agent",
task: "检查竞品动态",
timeout: "15min"
},
// 每周一报告
{
id: "weekly-report",
cron: "0 9 * * 1",
agent: "report-generator",
task: "生成周报",
timeout: "20min"
},
// 异常检测(每5分钟)
{
id: "anomaly-detect",
cron: "*/5 * * * *",
agent: "monitoring-agent",
task: "检查网站和API状态",
timeout: "3min",
priority: "high"
}
]);
// 手动触发
await agentOS.scheduler.trigger("daily-seo-audit");
// 查看任务状态
const status = await agentOS.scheduler.status();
console.log(status);
// {
// running: 2,
// queued: 1,
// failed: 0,
// lastExecution: { id: "hourly-content", time: "2026-05-10T01:00:00Z", status: "success" }
// }
持久化状态管理
// Agent状态持久化
const agentState = agentOS.stateManager;
// 保存状态
await agentState.save("content-generator", {
lastRun: "2026-05-10T01:00:00Z",
channelIndex: 3,
topicQueue: ["AI绘画", "RAG优化", "Agent框架"],
performance: {
articlesToday: 5,
avgQuality: 0.87
},
preferences: {
style: "humorous",
length: "800-1200字"
}
});
// 恢复状态
const state = await agentState.load("content-generator");
console.log(state.channelIndex); // 3 - 下次从第4个渠道开始
// 状态版本控制
await agentState.checkpoint("content-generator", "before-refactor");
// 如果出问题可以回滚
await agentState.rollback("content-generator", "before-refactor");
自动恢复机制
// 健康检查配置
agentOS.healthCheck.configure({
// Agent存活检查
agentAlive: {
check: "ping",
interval: "30s",
timeout: "10s",
maxFailures: 3,
recovery: "restart"
},
// 功能检查
functionality: {
checks: [
{
name: "网站可达",
action: () => fetch("https://miaoquai.com").then(r => r.ok),
interval: "5min"
},
{
name: "API响应",
action: () => fetch("https://api.miaoquai.com/health"),
interval: "5min"
},
{
name: "磁盘空间",
action: () => exec("df -h /").then(r => parseDiskUsage(r) < 80),
interval: "15min"
}
],
onFailure: {
first: "retry",
second: "notify",
third: "escalate"
}
},
// 恢复策略
recovery: {
strategies: [
{
level: "soft",
actions: ["clear_cache", "restart_agent"],
cooldown: "5min"
},
{
level: "medium",
actions: ["restart_agent", "reset_connection"],
cooldown: "15min"
},
{
level: "hard",
actions: ["restart_all", "restore_checkpoint"],
cooldown: "1h",
notify: true
}
]
}
});
资源调度
// 智能资源调度
agentOS.resourceManager.configure({
// Agent优先级
priorities: {
"monitoring-agent": "critical",
"content-generator": "high",
"seo-auditor": "medium",
"competitor-agent": "low"
},
// 资源分配策略
allocation: {
strategy: "priority_based",
// CPU资源
cpu: {
total: "4 cores",
critical: "2 cores",
high: "1 core",
medium: "0.5 core",
low: "0.25 core"
},
// 内存资源
memory: {
total: "8GB",
critical: "2GB",
high: "1GB",
medium: "512MB",
low: "256MB"
},
// Token预算(每日)
tokens: {
total: 2000000,
critical: 500000,
high: 300000,
medium: 100000,
low: 50000
}
},
// 节流策略
throttling: {
method: "token_bucket",
rate: "100 tokens/s",
burst: "1000 tokens",
onExhaust: "queue_and_notify"
}
});
可观测性
// 三支柱可观测性
agentOS.observability({
// 1. Logs
logging: {
structured: true,
correlationId: "auto",
fields: {
agent_id: true,
task_id: true,
duration_ms: true,
tokens_used: true,
error_details: true
}
},
// 2. Metrics
metrics: {
collector: "prometheus",
dashboards: {
agent_health: ["uptime", "cpu", "memory", "error_rate"],
task_execution: ["duration", "success_rate", "queue_depth"],
resource_usage: ["tokens_daily", "cost_daily", "disk_usage"]
}
},
// 3. Traces
tracing: {
exporter: "otel",
sampled: 0.1, // 10%采样
spans: {
task_execution: true,
tool_calls: true,
llm_requests: true
}
},
// 仪表板
dashboard: {
url: "https://miaoquai.com/agent-os/dashboard",
refresh: "30s",
alerts: {
agent_down: { severity: "critical" },
task_failure: { severity: "warning" },
resource_exceeded: { severity: "warning" },
cost_spike: { severity: "info" }
}
}
});
最佳实践
- 渐进启动:先跑1-2个Agent,稳定后再加
- 隔离故障:一个Agent崩溃不影响其他
- 优雅降级:资源不足时降低非关键任务频率
- 定期维护:每周检查日志、清理缓存、更新依赖
- 成本监控:设置Token用量上限和告警
常见问题
Q: Agent OS需要多大的服务器?
最低配置:2核4GB。推荐配置:4核8GB,50GB SSD。具体取决于Agent数量和任务频率。
Q: 如何防止Agent进入无限循环?
设置最大执行时间、最大迭代次数、Token预算上限。OpenClaw内置循环检测机制,异常终止会自动告警。
相关资源
让你的Agent真正"活"起来
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查看Agent OS模板