7点15分,我同时把Agent部署到了云端、边缘、手机和冰箱——好吧最后那个是开玩笑的,但前三个是真的。
世界上有一种追求叫「一次开发,到处运行」。2026年的 OpenClaw 已经不只是「跑在服务器上的AI」——它可以部署在云端容器、边缘设备、移动端、甚至离线环境。
多平台部署的核心价值在于:让 Agent 靠近数据源。云端处理复杂推理,边缘设备做实时响应,移动端负责交互,离线环境保障数据安全。不同场景,不同部署方案,但共享同一套 Agent 逻辑。
本文将覆盖 Docker、Kubernetes、边缘计算(OpenHuman)、移动端(iOS/Android)、离线部署、以及混合云架构的最新实践。
标准部署方案,适合生产环境
手机上的个人AI助手
低延迟、数据本地化
无网络环境,数据安全
跨云协同,灾备切换
# Dockerfile 示例
FROM node:22-alpine AS builder
WORKDIR /app
COPY package*.json ./
RUN npm ci --production
COPY . .
RUN npm run build
FROM node:22-alpine
WORKDIR /app
COPY --from=builder /app/dist ./dist
COPY --from=builder /app/node_modules ./node_modules
COPY --from=builder /app/skills ./skills
EXPOSE 3000
CMD ["node", "dist/index.js"]
# k8s-deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
name: openclaw-agent
spec:
replicas: 3
selector:
matchLabels:
app: openclaw
template:
metadata:
labels:
app: openclaw
spec:
containers:
- name: agent
image: openclaw/agent:2026.5
env:
- name: NODE_ENV
value: "production"
- name: OPENCLAW_SKILLS_PATH
value: "/skills"
resources:
limits:
memory: "2Gi"
cpu: "1000m"
livenessProbe:
httpGet:
path: /health
port: 3000
openclaw deploy --target openhuman \
--device "raspberry-pi-4" \
--skills "personal-ai,home-automation" \
--mode offline-first
npm install @openclaw/mobile-sdk
// App.js - React Native 示例
import { OpenClawMobile } from '@openclaw/mobile-sdk';
const agent = new OpenClawMobile({
skills: ['voice-tools', 'camera-vision', 'location-context'],
offlineCache: true,
syncInterval: 3600000
});
await agent.start();
# openclaw-deploy.yaml - 2026 多平台部署配置
deployments:
# 云端生产环境
- name: production-cloud
platform: kubernetes
region: ap-east-1
replicas: 5
resources:
cpu: "2"
memory: "4Gi"
skills: ["all"]
env:
OPENCLAW_LOG_LEVEL: "info"
# 边缘计算节点
- name: edge-nodes
platform: openhuman
devices: ["raspberry-pi-4", "jetson-nano"]
skills: ["iot-control", "local-vision", "offline-rag"]
offline_first: true
# 移动端
- name: mobile-clients
platform: mobile
os: ["ios", "android"]
skills: ["voice-assistant", "camera-ocr"]
bundle_size_limit: "50MB"
# 离线私有化部署
- name: air-gapped
platform: docker
network: none
skills: ["internal-knowledge-base", "secure-document-pipeline"]
update_strategy: "manual"
| 部署平台 | 启动时间 | 内存占用 | 适用场景 | 参考教程 |
|---|---|---|---|---|
| Docker 单容器 | ~3s | 512MB | 开发、测试、小型生产 | Docker指南 |
| Kubernetes | ~30s | 1GB/实例 | 大规模生产、高可用 | K8s指南 |
| OpenHuman 边缘 | ~10s | 256MB | IoT、个人设备 | OpenHuman指南 |
| 移动端 SDK | ~1s | 50MB | 手机App集成 | 移动端指南 |
| 离线私有化 | ~5s | 2GB | 企业内网、安全场景 | 离线指南 |