How can Continuous Integration and Continuous Deployment (CI/CD) can be applied your software project and how AI can assist in planning and maintaining CI/CD pipelines.
1. Project-Based CI/CD Planning (15 Minutes)
Group Activity: Software teams will consider applying apply CI/CD principles to your own software projects.
Tasks for Each Team:
- Define CI/CD Goals (5 min)
- What aspects of your project could benifit from CI/CD? (e.g., automated testing, code linting, deployment).
- What benefits do do expect? (e.g., reduced integration issues, faster feedback).
- Design a Simple CI/CD Pipeline (5 min)
- What steps should your pipeline include? (e.g., build, test, security check, deploy).
- What tools would you use? (e.g., GitHub Actions, Jenkins, Docker, Kubernetes).
- Identify Potential Challenges (5 min)
- What risks or problems might arise? (e.g., flaky tests, long build times, security vulnerabilities).
- How can these be mitigated?
3. AI-Assisted CI/CD Planning (5 Minutes)
Brainstorm how AI tools could help improve their CI/CD process:
- Automated Test Generation: AI tools like GitHub Copilot or OpenAI Codex can suggest test cases.
- Predictive Failure Detection: AI can analyze build failures and suggest fixes.
- Optimizing Build Times: AI-powered tools can help speed up CI/CD pipelines by parallelizing tests or caching builds.
- Automated Security Scans: AI-based security tools (e.g., Snyk, SonarQube) can detect vulnerabilities in dependencies.
Investigate the possibilities above and use AI to come up with possible aids to implementing CI/CD in your project. Consider what the limitations/dangers are as well.
4. Group Presentations & Discussion (5 Minutes)
Each team will briefly shares your CI/CD pipeline plan and one way they could use AI to improve it. The class discussion should include:
- Common challenges you identified.
- Differences in pipeline designs.
- The feasibility of AI-powered automation.
Wrap-Up & Takeaways
- CI/CD is crucial for modern software development.
- AI can enhance CI/CD efficiency, but teams need to be mindful of limitations.
- Teams could integrate CI/CD into their projects to experience its benefits firsthand.
