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 Duration 14 hours

Course Outline

AI in the Requirements and Planning Phase

  • Applying NLP and LLMs to analyse requirements
  • Translating stakeholder feedback into epics and user stories
  • Leveraging AI for refining stories and drafting acceptance criteria

AI-Augmented Design and Architecture

  • Modelling system components and dependencies with AI assistance
  • Creating architecture diagrams and UML proposals
  • Validating designs via prompt-based system reasoning

AI-Enhanced Development Workflows

  • Assisting code generation and scaffolding boilerplate code
  • Refactoring code and boosting performance with LLMs
  • Embedding AI tools into IDEs (such as Copilot, Tabnine, or CodeWhisperer)

Testing with AI

  • Crafting unit and integration tests via AI models
  • Maintaining tests and conducting regression analysis with AI support
  • Generating exploratory and boundary test cases using AI

Documentation, Review, and Knowledge Sharing

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

AI in CI/CD and Deployment Automation

  • Optimising pipelines and applying risk-based testing with AI
  • Providing intelligent canary release and rollback recommendations
  • Verifying deployments and analysing post-release performance with AI

Governance, Ethics, and Implementation Strategy

  • Promoting responsible AI use and mitigating bias in generated code
  • Ensuring audit trails and compliance in AI-assisted workflows
  • Developing a roadmap for phased AI integration across the SDLC

Summary and Next Steps

Requirements

  • A solid grasp of software development lifecycle principles
  • Background experience in software architecture or leading development teams
  • Working familiarity with DevOps, agile methodologies, or SDLC tooling

Target Audience

  • Software architects
  • Development leads
  • Engineering managers

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Provisional Upcoming Courses (Require 5+ participants)

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