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 Duration 14 hours

Course Outline

Incorporating AI into the Requirements and Planning Stage

  • Applying NLP and LLMs for the analysis of requirements
  • Transforming stakeholder feedback into epics and user stories
  • Employing AI utilities to refine stories and generate acceptance criteria

Enhancing Design and Architecture with AI

  • Utilizing AI to map system components and their interdependencies
  • Creating architecture diagrams and offering UML recommendations
  • Validating designs through prompt-driven system reasoning

AI-Boosted Development Processes

  • AI-supported code writing and boilerplate setup
  • Refactoring code and optimizing performance with the aid of LLMs
  • Embedding AI utilities into IDEs (e.g., Copilot, Tabnine, CodeWhisperer)

Testing Through AI

  • Producing unit and integration tests using AI models
  • Assisting with regression analysis and test upkeep via AI
  • Generating exploratory and boundary cases with AI support

Documentation, Review, and Knowledge Transfer

  • Automating documentation creation from code and APIs
  • Streamlining code reviews using AI prompts and checklists
  • Developing knowledge bases and FAQs with the help of conversational AI

AI in CI/CD and Deployment Automation

  • Improving pipeline efficiency and risk-based testing with AI
  • Providing intelligent canary release and rollback recommendations
  • Using AI for deployment validation and post-deployment analysis

Governance, Ethics, and Adoption Strategy

  • Promoting responsible AI usage and preventing bias in generated code
  • Ensuring auditability and compliance in AI-supported workflows
  • Developing a plan for phased AI integration across the SDLC

Recap and Future Actions

Requirements

  • A solid grasp of software development lifecycle principles
  • Practical experience in software architecture or leading teams
  • Comfort with DevOps methodologies, agile practices, or SDLC-related tools

Target Audience

  • Software architects
  • Development leads
  • Engineering managers

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