coding-standards

Consistent coding standards across Python, TypeScript, and Go are enforced by applying language-agnostic guidelines alongside language-specific idioms, targeting naming conventions, design patterns, and code smells to improve readability and maintainability.

During a PR review, check naming conventions for variables, functions, classes, and files, while identifying common code smells and verifying adherence to SOLID design principles to ensure structural quality and maintainability.

Refactoring guidelines and SOLID design principles can be applied to architectural decisions and project scaffolding, providing explicit standards and checklists that prevent style drift and reduce cognitive load during new project setup.

The best way to standardize code quality across multiple languages is to implement language-agnostic guidelines for SOLID principles and refactoring, supplemented by language-specific idioms and practical examples for Python, TypeScript, and Go.

You need explicit coding standards when onboarding new contributors, conducting refactor sessions, or reviewing pull requests, as consistent guidelines reduce cognitive load and accelerate onboarding by preventing style drift across Python, TypeScript, and Go.