AI Agent CI/CD流水线：改代码自动测试自动部署

改了代码还要手动测试手动部署？CI/CD让代码提交后自动跑测试、通过后自动上线。

💡 你将学到

改了代码还要手动测试手动部署？CI/CD让代码提交后自动跑测试、通过后自动上线。

📜 目录

• AI Agent Deployment Guide
• Deployment workflow
• CI/CD for Agents
• Rollback plan
• 相关文章

AI Agent Deployment Guide

Proper deployment is critical for production AI Agents.

Deployment workflow

1. Code review: human reviews AI logic
2. Staging: test with real data
3. Canary: roll out to 1% of users
4. Gradual rollout: increase traffic slowly
5. Monitor: watch metrics closely

CI/CD for Agents

name: Agent Deploy
trigger: push to main
steps:
  - Run unit tests
  - Evaluate prompt quality
  - Build Docker image
  - Deploy to staging
  - Run integration tests
  - Promote to production

Rollback plan

Always have a rollback strategy: - Git revert for code - Versioned prompts for rollback - Model fallback chain - Feature flags for instant disable

Production AI needs the same rigor as any critical system.

相关文章

• AI Agent Rollback Strategy：构建可靠AI Agent的必备实践
• AI Agent开发Git工作流：Prompt和代码一起版本管理
• AI Agent Code Review Checklist：构建可靠AI Agent的必备实践