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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--- 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"