Testing

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Discover how developers are leveraging AI to boost productivity, automate code generation, and ensure quality through advanced testing strategies and high-level specification. Explore tips for rapid prototyping and adopting new tech stacks with AI assistance.

Discover why small projects often get flagged as spam and learn actionable strategies to navigate community norms and enhance user experience. This guide provides essential tips for builders, including the powerful technique of silent user testing.

Explore the challenges and emerging strategies for shipping AI-generated code without traditional human review, from skepticism to practical rapid prototyping workflows. Learn how to balance development speed with code quality and maintainability in an AI-driven era.

Explore what 'bad quality code' means when generated by LLMs and discover practical strategies to ensure consistency, maintainability, and architectural integrity in your AI-assisted development workflow.

Explore diverse definitions of legacy code, from its practical challenges like missing tests and lost knowledge to actionable strategies for working effectively with older codebases.

Explore why striving for "perfect" code is a myth and discover what truly defines a successful, maintainable, and impactful codebase in the real world. Learn how to prioritize business value and manage technical debt effectively to build software that truly delivers.

LLMs are changing how we code, introducing significant waiting times. Discover practical strategies from experienced developers on how to stay productive and focused while your AI writes code, from parallel tasking to creative side projects.

Explore why Docker is often banned in regulated banking environments, especially for offshore teams, and its impact on developer productivity. Discover practical workarounds and strategies for modern development in these challenging setups.

Explore how developers are truly integrating AI tools, from battling 'AI slop' to harnessing them for specific tasks like code snippets and test generation. Learn practical tips for effective AI use while maintaining your workflow.

Effectively managing the content of staging databases is a perennial challenge for development teams. The goal is to create environments that facilitate accurate testing and bug reproduction without c