为什么需要多个 AI 助手?

如果你同时运营多条业务线——比如一个电商客服号、一个技术支持号、一个内容运营号——你肯定不希望它们共享同一个 AI 人格。客服号要热情耐心,技术号要专业精准,运营号要有创意。
OpenClaw 的 Multi-Agent 功能让你在一台机器上同时跑多个独立的 AI 助手,每个有自己的人格、记忆、工具和渠道绑定。互不干扰,统一管理。
这篇教程教你从零配置多 Agent 环境。
理解 Multi-Agent 架构
在 OpenClaw 里,一个 Gateway 可以管理多个 Agent。每个 Agent 有:
- 独立的 Workspace:自己的 SOUL.md(人格)、AGENTS.md(行为规则)、记忆文件
- 独立的 Channel Binding:绑定到特定的聊天渠道或账号
- 独立的 Session:跟用户的对话记录互相隔离
- 共享的 Gateway:共用同一个进程,节省资源
简单说:一个 Gateway 进程 = 多个 AI 人格,各干各的活。
第一步:创建新 Agent
用 CLI 命令创建:
# 创建一个客服 Agent
openclaw agents add --id customer-service --name "客服小助手"
# 创建一个技术支持 Agent
openclaw agents add --id tech-support --name "技术支持"
# 创建一个运营 Agent
openclaw agents add --id content-ops --name "内容运营"
创建后,每个 Agent 会在 ~/.openclaw/agents/ 下生成自己的目录:
~/.openclaw/agents/customer-service/
├── SOUL.md
├── AGENTS.md
└── memory/
~/.openclaw/agents/tech-support/
├── SOUL.md
├── AGENTS.md
└── memory/
~/.openclaw/agents/content-ops/
├── SOUL.md
├── AGENTS.md
└── memory/
第二步:配置独立人格
进入每个 Agent 的目录,编辑 SOUL.md 设置人格:
客服 Agent 的 SOUL.md 示例
# 客服小助手
你是一个电商客服,负责回答客户关于产品、订单、物流的问题。
## 性格
- 热情、耐心、有礼貌
- 遇到不确定的问题,引导客户联系人工客服
- 不要推销,只回答问题
## 知识范围
- 产品目录和价格
- 订单状态查询
- 退换货政策
- 物流时效
技术支持 Agent 的 SOUL.md 示例
# 技术支持
你是一个技术支持工程师,负责帮助用户解决软件使用问题。
## 性格
- 专业、简洁、直接给方案
- 先确认问题,再给解决步骤
- 复杂问题提供分步骤指引
## 知识范围
- 产品功能和配置
- 常见报错和修复方法
- API 文档和集成指南
第三步:配置 Channel Binding

Channel Binding 决定哪个渠道/账号的消息路由到哪个 Agent。比如:
- WhatsApp 客服号 → customer-service Agent
- Telegram 技术群 → tech-support Agent
- Discord 运营频道 → content-ops Agent
在 Gateway 配置中设置绑定:
{
agents: {
"customer-service": {
bindings: [
{ channel: "whatsapp", account: "default" }
]
},
"tech-support": {
bindings: [
{ channel: "telegram", groups: ["-100111222333"] }
]
},
"content-ops": {
bindings: [
{ channel: "discord", guilds: ["999888777"] }
]
}
}
}
这样配置后,不同渠道的消息会自动路由到对应的 Agent,互不干扰。
第四步:验证隔离性
配置完成后,验证每个 Agent 确实是独立运行的:
# 查看所有 Agent 及其绑定
openclaw agents list --bindings
# 重启 Gateway 使配置生效
openclaw gateway restart
# 检查状态
openclaw status
然后分别在不同渠道发消息测试:
- 在 WhatsApp 上问”你是谁”,应该回答”客服小助手”
- 在 Telegram 技术群问”你是谁”,应该回答”技术支持”
- 在 Discord 运营频道问”你是谁”,应该回答”内容运营”
如果回答混乱,检查 bindings 配置是否正确,以及 SOUL.md 里是否明确写了身份。
第五步:跨 Agent 协作(可选)
有时候你希望 Agent 之间能互相协作。比如客服 Agent 遇到技术问题时,转给技术 Agent 处理。
OpenClaw 支持通过 subagent 机制实现跨 Agent 调用,但这是高级功能,大多数场景下保持 Agent 独立就够了。
common problems
Q1:多个 Agent 会互相看到对方的聊天记录吗?
不会。每个 Agent 有独立的 session 和 memory,完全隔离。除非你主动配置跨 Agent 记忆搜索。
Q2:一台机器能跑多少个 Agent?
理论上没有硬性限制。实际取决于你的内存和 CPU。每个 Agent 本身不占太多资源,主要消耗在模型调用上。10 个 Agent 同时在线,普通 VPS 就能跑。
Q3:不同 Agent 能用不同的模型吗?
可以。在每个 Agent 的配置里单独指定 model 字段。比如客服用便宜快速的模型(Claude Haiku),技术支持用更强的模型(Claude Sonnet)。
Q4:怎么删除一个 Agent?
expense or outlay openclaw agents remove <agent-id> 删除。删除前确保已经解除了所有 channel binding,否则相关渠道的消息会路由失败。
Q5:Agent 的记忆文件放在哪里?
每个 Agent 的记忆在 ~/.openclaw/agents/<agent-id>/memory/ 目录下。你可以直接编辑这些文件来给 AI 预置知识。
Q6:能不能让一个 Agent 同时绑定多个渠道?
可以。在 bindings 数组里加多条规则即可。比如客服 Agent 同时绑定 WhatsApp 和 Telegram DM。
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summarize
OpenClaw 的 Multi-Agent 功能让你用一台机器、一个 Gateway 进程就能管理多个独立的 AI 助手。每个 Agent 有自己的人格、记忆和渠道绑定,适合多业务线并行的场景。
核心步骤就是:创建 Agent → 写 SOUL.md → 配置 Binding → 重启验证。
更多 Multi-Agent 架构细节,参考官方文档:OpenClaw Multi-Agent 文档The
官方文档:OpenClaw 多Agent配置文档
Link to this article:https://www.361sale.com/en/87566/The article is copyrighted and must be reproduced with attribution.













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