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 Duration 14 hours

Course Outline

AI in the Requirements and Planning Stage

  • Applying NLP and LLMs for requirement analysis/li>
  • Translating stakeholder feedback into epics and user stories/li>
  • Leveraging AI tools for refining stories and generating acceptance criteria/li>

AI-Boosted Design and Architecture

  • Utilizing AI to map system components and their dependencies/li>
  • Creating architecture diagrams and UML recommendations/li>
  • Validating designs through prompt-based system reasoning/li>

AI-Optimized Development Workflows

  • AI-supported code generation and boilerplate setup/li>
  • Refactoring code and enhancing performance with LLMs/li>
  • Integrating AI tools into IDEs (e.g., Copilot, Tabnine, CodeWhisperer)/li>

Testing with AI

  • Creating unit and integration tests using AI models/li>
  • AI-supported regression analysis and test upkeep/li>
  • Generating exploratory and boundary cases with AI/li>

Documentation, Review, and Knowledge Exchange

  • Auto-generating documentation from code and APIs/li>
  • Automating code reviews using AI prompts and checklists/li>
  • Building knowledge bases and FAQs with conversational AI/li>

AI in CI/CD and Deployment Automation

  • Optimizing pipelines and implementing risk-based testing with AI/li>
  • Intelligent suggestions for canary releases and rollbacks/li>
  • Using AI for deployment verification and post-release analysis/li>

Governance, Ethics, and Adoption Strategy

  • Ensuring responsible AI usage and mitigating bias in generated code/li>
  • Maintaining audit trails and compliance in AI-assisted workflows/li>
  • Developing a roadmap for phased AI integration across the SDLC/li>

Conclusion and Future Steps

Requirements

  • A solid grasp of software development lifecycle principles/li>
  • Background experience in software architecture or leading development teams/li>
  • Working knowledge of DevOps, agile methodologies, or SDLC-related tools/li>

Target Audience

  • Software Architects/li>
  • Development Team Leads/li>
  • Engineering Managers/li>

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