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Course Outline

Comprehending Code with LLMs

  • Strategies for prompting to explain and walk through code.
  • Navigating unfamiliar codebases and projects.
  • Analyzing control flow, dependencies, and architectural patterns.

Refactoring for Maintainability

  • Identifying code smells, dead code, and anti-patterns.
  • Restructuring functions and modules for improved clarity.
  • Employing LLMs to suggest naming conventions and design enhancements.

Enhancing Performance and Reliability

  • Detecting inefficiencies and security vulnerabilities with AI assistance.
  • Recommending more efficient algorithms or libraries.
  • Refactoring I/O operations, database queries, and API calls.

Automating Code Documentation

  • Generating comments and summaries for functions and methods.
  • Writing and updating README files derived from codebases.
  • Creating Swagger/OpenAPI documentation with LLM support.

Integration with Toolchains

  • Utilizing VS Code extensions and Copilot Labs for documentation.
  • Incorporating GPT or Claude into Git pre-commit hooks.
  • Integrating CI pipelines for automated documentation and linting.

Managing Legacy and Multi-Language Codebases

  • Reverse-engineering older or undocumented systems.
  • Performing cross-language refactoring (e.g., Python to TypeScript).
  • Exploring case studies and pair-AI programming demonstrations.

Ethics, Quality Assurance, and Review

  • Validating AI-generated changes and mitigating hallucinations.
  • Adopting best practices for peer review when using LLMs.
  • Ensuring reproducibility and adherence to coding standards.

Summary and Next Steps

Requirements

  • Proficiency in programming languages such as Python, Java, or JavaScript.
  • Familiarity with software architecture and code review methodologies.
  • Foundational knowledge of how large language models operate.

Target Audience

  • Backend engineers.
  • DevOps teams.
  • Senior developers and technical leads.
 14 Hours

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