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AI for developers who still own what they ship

For Software developers and engineers.

Use AI to draft code, explain unfamiliar codebases and speed up routine work, while you keep the design decisions, the testing and the responsibility for what actually runs in production.

When to use this

You have a feature to build, a bug to trace through code you did not write, and tests you know you should write but have not gotten to.

  • Drafts a first version of a function, test or script from a clear description
  • Explains an unfamiliar chunk of code or error message in plain terms
  • Suggests a few ways to approach a problem so you can compare trade offs

Workflow

  1. Describe the problem, the constraints and the existing patterns in your codebase

  2. Ask for a draft or a few approaches rather than accepting the first answer as final

  3. Read the generated code line by line, not just the parts you do not understand

  4. Write or run tests against it rather than trusting that it looks correct

  5. Check for security issues, especially around input handling and permissions

Prompts to try

Use it, adapt it, and make it your own.

Here is a function and the bug I am seeing: [paste code and error]. Explain what is likely going wrong and suggest a fix. Do not assume behaviour of other parts of the codebase I have not shown you, ask if you need more context.
Ask Bit to adapt it →

Human lens

  • You decide the architecture and the trade offs that fit this specific system
  • You read and test every line before it is merged, especially the parts that look right
  • You are accountable for security, performance and correctness in production

What to avoid

  • Generated code can look correct while containing subtle logic or security errors
  • It cannot see your whole system, so it may miss constraints that matter
  • Do not paste secrets, credentials or proprietary code into a tool your employer has not approved

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Tools that fit: ChatGPT, Claude, Gemini, Grok, Kimi · Reviewed 2026-07-19