Error Handling & Robustness

Add error handling for unexpected inputs.Ensure the code gracefully handles edge cases.Improve error messages to be more descriptive.Handle null or undefined values appropriately.Add try-catch blocks where necessary.Ensure the code doesn't break on invalid data.Validate user inputs before processing.Add fallback values for critical operations.

Performance Optimization

Optimize the code for better performance.Reduce unnecessary computations.Improve the efficiency of loops or iterations.Use more efficient data structures.Minimize memory usage.Speed up API calls or reduce latency.Avoid redundant API requests.Implement lazy loading where applicable.

Code Readability & Maintainability

Simplify the code for better readability.Refactor the code to make it more maintainable.Use more descriptive variable and function names.Organize the code into smaller, modular functions.Add comments to explain complex logic.Ensure consistent formatting and indentation.Avoid deeply nested structures.Use clear and concise logic.

Testing & Validation

Add unit tests for the main functions.Include tests for edge cases.Write integration tests for component interactions.Add assertions to validate expected outputs.Ensure error handling is covered by tests.Mock external dependencies in tests.Add regression tests to prevent future bugs.Test for performance under load.

Best Practices & Standards

Ensure the code follows best practices for {programming_language}.Avoid using deprecated functions or methods.Follow consistent naming conventions.Ensure proper use of design patterns.Adhere to coding standards and guidelines.Remove hardcoded values and use constants instead.Use version control best practices.Ensure the code is modular and reusable.

Code Simplification & Refactoring

Refactor the code to eliminate redundancy.Simplify nested conditionals.Remove unnecessary code or variables.Combine similar functions to reduce duplication.Use built-in functions where applicable.Make the code more concise without losing clarity.Replace verbose loops with more concise alternatives.Inline trivial functions where appropriate.

Formatting & Presentation

Format the code for better readability.Use consistent indentation.Align multi-line statements for clarity.Highlight key parts of the code with comments.Ensure the code is easy to copy and paste.Present the code in a clean, organized manner.Use appropriate whitespace to separate logic.Ensure consistent use of quotation marks.

Alternative Solutions & Flexibility

Suggest an alternative approach to solving the problem.Consider a more efficient algorithm.Provide a simpler solution if possible.Explore different methods to achieve the same result.Highlight trade-offs between different approaches.Explain why one solution might be better than another.Consider using a different data structure.Propose a solution that improves scalability.