AI for Developers
The problem
Developers want to move faster on boilerplate and repetitive code without sacrificing code quality, security or understanding of what's being shipped.
Recommended approach
In-editor tools like GitHub Copilot add AI completion to the editor you already use; Cursor goes further with a dedicated AI-native editor built for codebase-wide context and multi-step agent tasks. Claude is frequently used for focused code review and reasoning through tricky bugs, particularly for large files or codebases. Whatever the split, treat AI-generated code the same as a junior contributor's pull request: review for correctness, security, and whether it actually matches the spec — don't merge on trust.
Best tools
Replit
A cloud coding environment with an AI agent that can build apps from a prompt.
Best for: Learning to code, Fast app prototyping
Claude
Anthropic's AI assistant, known for long-context reasoning, writing quality and coding.
Best for: Long-document analysis, Coding and code review
GitHub Copilot
AI code completion and chat, built into popular code editors.
Best for: In-editor code completion, Explaining unfamiliar code
Recommended prompts
Recommended workflow
Related guides
Frequently asked questions
- Should I use an in-editor extension or switch to an AI-native editor?
- GitHub Copilot adds AI to the editor you already use (VS Code, JetBrains, Neovim and more) with no switching cost. Cursor requires adopting a dedicated AI-native editor but offers deeper codebase-wide context — the right choice depends on how much friction you're willing to accept for deeper integration.
- Is AI-generated code safe to merge without review?
- No. Treat AI-generated code the same as a junior contributor's pull request — review it for correctness, security implications and whether it actually matches the spec before merging.
- Which tool is best for debugging a tricky issue?
- Claude is frequently used for focused code review and reasoning through tricky bugs, particularly in large files or codebases, because of its strength at careful, step-by-step reasoning.