Implementing AI-Driven Code Generation in Python

Guidelines for using AI tools to generate Python code, enhancing development speed and reducing errors.

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Rule Content

---
name: Implementing AI-Driven Code Generation in Python
version: "1.0"
category: Python Cursor Rules
description: Guidelines for using AI tools to generate Python code, enhancing development speed and reducing errors.
globs:
  - "**/*.py"
triggers:
  - file_change
  - manual
rules:
  - name: "Encapsulate AI-Generated Code"
    description: "Ensure AI-generated code is encapsulated within well-defined functions or classes to enhance readability and maintainability."
    action: "Refactor AI-generated code into modular functions or classes with clear interfaces."
    references:
      - "https://blog.codacy.com/best-practices-for-coding-with-ai"

  - name: "Document AI-Generated Code Thoroughly"
    description: "Provide comprehensive documentation for AI-generated code to facilitate understanding and future maintenance."
    action: "Add docstrings to all AI-generated functions and classes, detailing their purpose, parameters, and return values."
    references:
      - "https://blog.codacy.com/best-practices-for-coding-with-ai"

  - name: "Review and Test AI-Generated Code"
    description: "Conduct thorough reviews and testing of AI-generated code to ensure correctness and efficiency."
    action: "Implement unit tests for AI-generated code and perform code reviews to identify and fix potential issues."
    references:
      - "https://blog.codacy.com/best-practices-for-coding-with-ai"

  - name: "Adhere to PEP 8 Standards"
    description: "Ensure AI-generated Python code complies with PEP 8 style guidelines for consistency and readability."
    action: "Use tools like 'black' and 'ruff' to format and lint AI-generated code according to PEP 8 standards."
    references:
      - "https://medium.com/@kumarnsathees/stop-writing-python-like-its-2010-a-guide-to-modern-python-practices-0ff7fc7591da"

  - name: "Use Type Hints in AI-Generated Code"
    description: "Incorporate type hints in AI-generated Python code to improve clarity and facilitate static analysis."
    action: "Add type annotations to function signatures and variable declarations in AI-generated code."
    references:
      - "https://medium.com/@kumarnsathees/stop-writing-python-like-its-2010-a-guide-to-modern-python-practices-0ff7fc7591da"

  - name: "Validate AI-Generated Code with Human Expertise"
    description: "Ensure AI-generated code is validated by human developers to maintain quality and appropriateness."
    action: "Have developers review AI-generated code to confirm it meets project requirements and coding standards."
    references:
      - "https://blog.codacy.com/best-practices-for-coding-with-ai"

  - name: "Optimize AI-Generated Code for Performance"
    description: "Refactor AI-generated code to improve performance and efficiency."
    action: "Analyze AI-generated code for performance bottlenecks and apply optimizations as needed."
    references:
      - "https://medium.com/@kumarnsathees/stop-writing-python-like-its-2010-a-guide-to-modern-python-practices-0ff7fc7591da"

  - name: "Ensure Compliance with Licensing and Ownership"
    description: "Verify that AI-generated code complies with licensing requirements and project ownership policies."
    action: "Review AI-generated code to ensure it does not infringe on third-party licenses and aligns with project ownership guidelines."
    references:
      - "https://medium.com/@sunnypatel124555/automated-code-generation-with-large-language-models-llms-0ad32f4b37c8"

  - name: "Implement Continuous Integration for AI-Generated Code"
    description: "Integrate AI-generated code into continuous integration pipelines to maintain code quality."
    action: "Set up CI/CD pipelines to automatically test and deploy AI-generated code."
    references:
      - "https://blog.codacy.com/best-practices-for-coding-with-ai"

  - name: "Stay Updated with AI Code Generation Best Practices"
    description: "Keep abreast of evolving best practices in AI-driven code generation to continuously improve development processes."
    action: "Regularly review industry publications and resources to stay informed about advancements in AI code generation."
    references:
      - "https://blog.codacy.com/best-practices-for-coding-with-ai"
      - "https://medium.com/@kumarnsathees/stop-writing-python-like-its-2010-a-guide-to-modern-python-practices-0ff7fc7591da"